He stared at the blank screen, the cursor blinking mockingly. The new intern, Jessica, was talking, but her words seemed distant, meaningless. He just kept thinking about how quickly time had passed.

"So, the first thing is the formatting…" Jessica started, but Ben raised a hand to stop her.

“It’s all pretty standard. You’ll be fine.” His voice was flat and dismissive. He knew the formatting rules inside and out, every trick, every shortcut.

He leaned back in his chair, crossing his arms. He stared out the window, at the world outside, and at the prospect of a future he hadn't planned for. He ignored her questions, and pretended not to hear.

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