The coffee shop was already crowded, the air thick with the smell of brewing coffee and gossip. Alex spotted Ben sitting alone at their usual table, nursing a latte. He took a long, deliberate stride towards him, his shoulders hunched. The smile he usually offered was absent.

“So,” Alex said, his voice flat, sitting across from him. “You’re ditching me?”

Ben winced. “It’s not like that, man. It’s a great job, a real chance to…”

Alex cut him off. “A chance to abandon me. That’s what it sounds like.” He picked up a sugar packet, tearing it open and letting the granules spill onto the table. He didn't say anything, just let the sugar spread.

He stared at the messy table. The sugary granules mirrored the mess his thoughts were in.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262