The heat in the attic was oppressive, making her skin prickle. She regretted wearing her favorite shirt. She kicked at a dusty box, the flimsy cardboard giving way with a satisfying crunch. The previous owners, bless their hearts, had been hoarders.

She found a box of old toys: a rusty toy train, a collection of plastic soldiers, a tattered teddy bear. The teddy bear’s one button eye seemed to bore right through her.

She picked up the train and, with a sudden, vicious swing, sent it flying across the room. She was so very tired of other people's stuff. So very tired of everything.

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