The attic door groaned in protest as she wrenched it open, a cloud of dust billowing out to choke her. She coughed, slamming the door shut with more force than necessary. "Stupid house," she muttered, the words thick with unexpressed resentment. The previous owners, a gaggle of smiling faces in the realtor’s photos, had left this absolute mess.

She stomped back downstairs, her jaw tight, to grab the flashlight. The beam cut through the gloom, revealing haphazardly stacked boxes and the skeletal remains of forgotten furniture. A rocking horse with one missing eye leered at her from the shadows. “Seriously?” she spat at it.

She ripped open a particularly battered box. Inside, amongst yellowed newspapers and moth-eaten blankets, was a child’s drawing of a house – a house that looked suspiciously like *her* house. Her fingers clenched, crumpling the brittle paper. The saccharine sentimentality of it all made her want to kick something.

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