The phone felt like a brick in Amelia's hand. She stared at the screen, the curated perfection of “Lily’s Life” mocking her. Lily, her *daughter*. Lily, who swore she only used Instagram. The comments, the likes, the inside jokes... a world Amelia knew nothing about, a world her daughter clearly thrived in, a world she hadn’t been invited to. Amelia's jaw clenched.

She slammed the phone down on the kitchen island. The sharp sound echoed in the otherwise silent house. The smell of the dinner she’d painstakingly prepared, now cold, suddenly made her stomach churn. Disappointment gnawed at her, a bitter taste in the back of her throat.

Amelia found herself pacing the living room, hands balled into fists. The floral wallpaper, usually so comforting, seemed to press in on her, the cheerful pattern now a taunt. She wanted to *scream*. She wanted to break 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