The pristine white envelope felt like a deliberate insult. Inside, a professionally printed invitation. It was addressed to "Johnathan 'Johnny' Miller." The nickname alone was enough to make him shudder. He balled the paper in his fist, crushing the glossy sheen.

He hadn't been "Johnny" in years. He was John. A writer. A success, in his own, quiet way. The thought of enduring the forced pleasantries, the probing questions about his "career," the inevitable comparisons to the doctor/lawyer/millionaire alumni filled him with a potent bitterness.

He stalked over to the window, staring out at the rain-swept street. He pictured himself standing in that crowded ballroom, feeling as small and insignificant as he had felt back then. No way.

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