The waiting room smelled of antiseptic and something vaguely floral, a cloying sweetness that made Amelia’s teeth ache. She drummed her fingers on the armrest, the faux leather cool and unyielding. The magazines, arranged in perfect rows, seemed to taunt her with their glossy smiles. She felt a prickle of heat under her skin, a familiar tightening in her jaw. Just the thought of her session, the forced vulnerability, made her want to bolt.

The receptionist called her name, and Amelia rose, her movements stiff. The therapist's office was predictably bland – a beige canvas that screamed ‘therapy’ and yet did nothing to soothe her unease. Then, she saw her. The woman behind the desk, her face etched with a polite smile, was none other than Brenda from fourth grade. The girl who used to steal Amelia’s lunch money and call her “thunder thighs.”

“Amelia, isn’t it?” Brenda asked, her voice calm and practiced. Amelia’s response was a terse nod.

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