The attic air tasted of dust and forgotten things. Sarah yanked open a dusty trunk, the hinges protesting with a rusty screech. Inside, a jumble of faded photographs and moth-eaten fabrics lay nestled amongst yellowed letters. She wasn't looking for anything in particular; she just wanted to *do* something.

Her fingers closed around a familiar, slightly crumpled envelope. Her own handwriting, spidery and rushed, stared back at her. The postmark was missing, confirming her suspicion: a letter never sent. A prickle of heat crawled up her neck as she unfolded the aged paper.

*Dear Mom,* the words began. She skimmed the opening lines, a sharp ache forming in her chest. The letter described her teenage angst, her frustration, her feeling of being misunderstood. She crumpled the paper again, her knuckles white. Another layer of anger settled in her stomach.

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