He hadn't been to The Noodle House in a while, but it was *his* place. He'd always known it was there. He'd always assumed it would *be* there. The sign, now, was gone. Just a blank space where the cheerful ramen bowl used to sit. He felt a prickle of sweat break out on his forehead.

He kicked at the ground, sending a pebble skittering across the sidewalk. The world seemed to tilt on its axis. He felt a sudden, intense urge to lash out, to hurt something, to make someone pay for this.

He wanted to scream. He wanted to break something. He wanted to make *them* feel this. He wanted to make them understand.

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