Rain lashed against the windows of the shared office space, mirroring the turmoil brewing inside Elias. He'd been slogging away at this data visualization project for months, pouring over raw numbers until his eyes ached. Now, this… this *infuriating* woman, Sarah, had the audacity to waltz in and announce she was doing the same thing.

He folded his arms, the action a rigid barrier between himself and her. Her cheerful demeanor, her easy smile, it grated on him. "So," she began, oblivious, "I've been working on a project exploring…"

"I know," he interrupted, his voice sharper than intended. He couldn't help it. His jaw tightened. He’d be damned if he let her steal his thunder. He spent hours on the detail. The colours. The charts. The data.

He slammed his fist against the desk, a sudden, explosive gesture. "I'm not sharing," he said, the words barely a whisper. "I'm not cooperating."

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