The lump in Maya’s throat felt as thick as a brick. The president's email, filled with corporate jargon about "restructuring" and "strategic alignment," sat open on her laptop. She closed the laptop, then opened it again, staring at the words. She wouldn't let herself believe it.

A wave of heat washed over her. She pushed the laptop away, shoving it across the desk. Then she grabbed her phone, typing furiously, starting a group chat with the other members of her poetry club. They would fight back. They would write poems, make posters, and organize readings to show that her university still had a soul.

She wouldn’t allow the administrators to strip the school of the creative spirit that had drawn her to this place. She had to do something, anything. The fight coursed through her, an undeniable energy. The fight was the only thing that felt right.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385