The silence in the car was deafening. John’s dad, oblivious, hummed along to the radio, completely unaware of the turmoil brewing within his son. The basketball team tryouts were over. John didn't make the team. His carefully constructed plans, his future, felt shattered. He watched the cars zooming by, and he wondered if he could somehow jump out and run and never stop. He stared out the window, at the passing world that seemed to be moving on without him. The scenery blurred. He bit down hard on his lip, the pressure a meager attempt to contain the surge of emotion.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273