The school play’s rehearsal had just finished. The cast was all chatting when Sarah got a notification. Mr. Olsen, the drama teacher, had liked her latest Instagram post. She wanted to throw her phone into the fireplace, and then maybe him.

She hadn’t been cast in the lead role, and she believed she had been unfairly overlooked. Now, his attention felt like a taunt, a cruel reminder of her perceived failure.

She gathered her things, avoiding eye contact with him and his sycophantic praise of the newly crowned star. She felt a burning need to say something, anything, but the words were stuck in her throat.

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