The interview was a disaster. I stumbled over my words, my mind a jumble of anxieties. I knew I hadn't made a good impression. The questions about my past successes felt like an interrogation. I watched them stare, making notes on their clipboards.

As I made my way out I saw him, already chatting with the interview panel. Laughing. My cheeks burned. He probably had an answer for everything. He always did.

I wanted to yank him by his expensive blazer and shake him until his teeth rattled. Instead, I gave him a tight, curt nod and hurried out of the building, my breath catching in my throat, not wanting to see his face.

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