The email arrived, a digital slap in the face. Both Sarah and I had submitted applications for the Head Librarian position. Now, this… a cheery notification of a date for interviews. My stomach clenched. I reread the subject line: “Interview Invitation: Sarah Miller.” A bitter taste coated my tongue.

I crumpled the email, the paper crinkling harshly in my grip. I shoved it into the overflowing waste bin beneath my desk, a violent action that barely soothed the sudden, unwanted tremor in my hand. Why her? We’d been neck and neck in library school. She was always so… agreeable.

The afternoon sun blazed through the office window, highlighting dust motes dancing in the air. I imagined her, probably already preparing. Probably already sketching out some brilliant, crowd-pleasing vision for the library. I leaned back in my chair, the plastic squeaking in protest, and crossed my arms. It wouldn't happen, I thought.

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