He’d left it on the kitchen counter. A careless oversight, or a calculated taunt? Liam crumpled the pages, his knuckles white. The title screamed at him: "The Architect's Apprentice." His breath hitched. He knew, instinctively, it was about him, about their life together.

He found him in the garden, meticulously pruning the roses. "What’s this?" Liam’s voice was clipped, each word a carefully aimed dart. His partner, David, didn't turn around.

"Just a little something," David finally replied, his back still to him. Liam advanced, his jaw tight. He hated being kept in the dark, especially when it involved his intimate life being dissected. He took a few deep breaths to try to contain the rage. He reached out and snapped a rose stem, thorns digging into his skin. He didn't flinch.

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