The fluorescent lights of the accounting department seemed to hum a mocking tune, a constant reminder of the paperwork he’d soon be drowning in. He slammed his fist onto the desk, rattling the already precarious stack of invoices. His new manager, a perky woman named Susan with a smile that never seemed to falter, was already chirping about performance goals. He glared at her, letting his jaw tighten. He’d excelled in marketing. Why this? Why now?

He grabbed his coffee, sloshing it over the rim. The lukewarm liquid did nothing to soothe the tightness in his chest. He hated this.

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