He disliked the new project. Assigned to work on it with Susan, his displeasure amplified. He found himself avoiding her, retreating into the sanctuary of his headphones.

One afternoon, Susan stopped by his desk, a small, worn photograph clutched in her hand.

“Look, is that you?” she asked, pointing to a picture of children playing tug-of-war.

He stared at the photo, then at Susan. He could feel heat rising in his neck.

“Camp Starbright,” she said, her voice filled with hope.

He mumbled a confirmation, then turned back to his monitor, the glow a shield. When she began to speak about a shared camp experience, he remained silent, typing furiously, the click of the keys a furious tattoo.

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