“This is ridiculous," Michael said, his voice clipped. He stared at the framed photo on the mantelpiece, a picture of him and Alex, beaming from ear to ear at a charity event. "You think *that* was a good time?"

Alex chuckled. "Of course! We helped people! We made a difference!" Michael's hands clenched at his sides. He saw a day of forced smiles and awkward small talk. He saw a charade they’d both played for the sake of appearances.

He stalked over to the window, the cold glass a small comfort. "You always do this," he muttered, more to himself than to Alex. "You always paint everything rosy." He needed to get away, to breathe. "I'm leaving."

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