The news spread through the office like a contagion. "Did you hear?" The words, meant for congratulations, felt like a slap in the face. I kept my head down, avoiding eye contact.

I felt a sudden, inexplicable urge to clear out my desk, to throw away all the years of painstaking work, to eradicate any evidence that I'd even been there.

It was unfair. All the late nights, the sacrifices, the missed opportunities. I walked away, ignoring the hushed congratulations, feeling a burning sensation in my chest. I couldn't be near anyone.

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