The smell of brewing coffee and the rhythmic whir of the espresso machine filled the kitchen. David stood rigid in the doorway, observing his daughter, Lily, who was meticulously crafting a latte. He didn't speak. Lily had overtaken his passion, his little coffee shop, his obsession with the perfect brew.

He hadn't foreseen this. He had dreamed of sharing his love of coffee, of passing on his knowledge. Instead, he found himself feeling… this way.

"Dad? What do you think?" she asked, presenting him with a latte, perfectly decorated with a delicate leaf design.

He took a sip. The coffee was excellent, the design beautiful. He nodded stiffly. "Good." The word felt like a lie.

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