The cake, a beautiful, elaborate confection, sat forlornly on the kitchen counter. Only a few guests would be coming. Amelia, the baker, was one of them, the rest of the guest had abandoned her plans. It was perfect. All the details carefully arranged, now useless. She stared at the candles, unlit, a symbol of her dashed hopes.

She ran her hand over the smooth frosting, a strange, almost violent gesture. The aroma of vanilla and sugar felt cloying, sickening. She didn't want to celebrate. She did not want to see anyone or anything.

She grabbed the knife, a sudden, irrational impulse taking hold. She stabbed at the cake, the blade slicing through the layers, leaving a jagged, ugly wound.

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