The aroma of garlic and onions, usually a comfort, now felt like an invasion. Liam stood frozen in the doorway of their kitchen. Amelia, her back to him, hummed a tuneless melody while expertly chopping vegetables. Her movements were fluid, graceful, something Liam had always admired. Now, though, each slice felt like a personal affront.

“What’s all this, then?” he asked, his voice tight, the question a coiled spring.

Amelia turned, a wooden spoon still clutched in her hand. “Just making dinner, love. Fancy some?” Her smile was wide, but something about the gleam in her eyes felt...off. She’d been using a phrase in Gaelic when she chopped, which Liam hadn’t heard before. It was a language he'd always kept separate from his life with her.

He didn't reply. He retreated to the living room, the space suddenly feeling too small, too filled with her scent, her presence, her secret. The newspaper he picked up rustled loudly as he turned the pages, the sound echoing in the silence.

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