He hadn't cleaned the attic out since he moved in. He'd avoided it, really. Today, however, he forced himself to confront the mess. He gripped the door handle, feeling the grit under his fingers, and yanked the door open. The stale, uncirculated air almost pushed him back.

He flipped through a pile of old newspapers, the news stories utterly irrelevant. He didn't care about their lives, their problems, their memories. They had abandoned this house, and now *he* had to clean up the aftermath.

He uncovered a box of holiday decorations. A plastic Santa with a crooked grin. He threw the whole box down the attic stairs.

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