From his hospital bed, Michael glared out the window. The sky was a pale, washed-out blue, just as bland as the doctor's assessment. He knew what was wrong with him. He'd *known* for years, long before anyone else would listen. This whole process, with its endless tests and consultations, was an exercise in futility.

A nurse brought in a new patient. A young man, pale and thin, with dark circles under his eyes. They set him up in the bed next to his. Michael paid him no mind. He wasn't in a conversational mood.

The new patient, however, caught his eye. He kept touching the same place on his arm, and then flinching. Michael recognized the action instantly. It mirrored the way he himself often moved.

"What are you in here for?" Michael asked, the words forced from his mouth. He didn't mean to engage, but the involuntary response to the other man’s discomfort had been too strong.

The young man looked at him, surprised. "They think it's…" he began, then stopped, clearly choosing his words carefully.

"Don't tell me," Michael interrupted, feeling a strange mix of annoyance and something else, something akin to understanding. "I already know."

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349