The fluorescent lights buzzed, a constant, irritating drone. He felt like he was back there again, a little boy with a messy haircut and clumsy hands. He fidgeted, running a hand through his hair, the familiar texture doing little to soothe him.

He was waiting, his hands in his pockets, watching the other parents chatting. He wished they would just leave him alone. He felt a surge of pure, unadulterated frustration.

Ms. Davies. The name itself was enough. He’d almost hoped his son would fail the test, so they could avoid this.

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