The air conditioning in the office seemed to be blowing directly onto Leo. He felt a constant chill. He found himself staring out the window, at the gray clouds that were threatening rain. Across from him, Sarah was humming, organizing files with such apparent cheer.

She stopped suddenly, studying him. “Have you ever been to…”

He cut her off, his voice flat. "Camp Timberwood."

Her face lit up. "No way! You were there too?"

He shrugged, already turning back to his computer. The task at hand was more important.

During their lunch break, Sarah started to tell an anecdote about a prank that was pulled at the camp. Leo did not reply. He ate in silence, the rhythm of his chewing a defiant beat against her chatter.

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