A cold sweat slicked across Emily’s palms as she sat across from her boss, Mr. Henderson. The information had settled like a stone in her gut: Ben, her underling, was now the highest-paid employee on their team. The revelation had stolen the usual joy she took in her work.

“So, Emily,” Mr. Henderson began, a forced smile plastered on his face. “How are you finding the new company policy on…flexibility?”

She gripped the edge of the conference table, her knuckles whitening. "It’s… fine," she replied, her voice clipped, barely above a whisper. Her gaze drifted to the framed photo on his desk – his family, smiling, happy. She envisioned Ben's brand new car in the parking lot. She could feel the pulse in her temples start to throb.

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