The attic air tasted of dust and resentment. Sarah slammed the trunk lid shut after finding the list. She knew it was there, she’d been dreading it. Her mother's neat, looping handwriting mocked her from the paper. “See the Northern Lights.” Right. Mom always had the time for that, while Sarah was stuck dealing with *everything*. Her jaw clenched. She tossed the list onto a pile of forgotten board games, the sound a small, vicious explosion in the quiet room.

Her phone buzzed, a chirping reminder of another obligation. *Ugh.* She snatched it up, instantly regretting it. Her sister, Emily, was probably already calling, eager to reminisce about their perfect mother. Sarah answered, her voice sharper than she intended.

"What?"

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