The living room felt suffocating, filled with the ghosts of arguments and the weight of unspoken words. Michael paced, his hands shoved deep in his pockets. He’d stumbled upon the letter in the garage, tucked inside a box of forgotten Christmas decorations.

It was addressed to his brother, a testament to youthful rage and sibling rivalry. He read of jealousies, of perceived betrayal, of a yearning for recognition. He crumpled the paper, his chest feeling constricted.

The anger was cold and hard, a knot in his stomach. He kicked at a stray toy, sending it skittering across the floor. He wanted to escape, to disappear.

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