The attic’s darkness was a physical weight, pressing down on her shoulders. She should have brought help, should have worn gloves. But she didn't care. She yanked open the first box, a burst of stale air and a flurry of dried leaves assaulting her senses.

Inside, she found photo albums, the glossy pages stuck together with age. The grinning faces of strangers stared back at her – a family, once. She flipped through the pictures, each snapshot a tiny trespass. Her lip curled as she saw a photograph of a dog, its tongue lolling out in what looked like pure joy.

She slammed the album shut. This was an invasion. They'd left their messes, their memories, their *things*, and now she had to deal with it. She tossed the album into a pile of junk, a small act of rebellion.

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