He stared at his reflection, the lines around his eyes etched deeper than usual. The news had spread like wildfire. A private commission, a sprawling landscape across a woman’s entire back. He felt exposed, stripped bare. The woman was at his art exhibit the day prior, laughing and smiling. Her gesture was now a joke to him.

He picked up a palette knife, running its cold edge across his cheek, a perverse desire to replicate the sensation of pain. He threw it down, the clatter a sharp punctuation in the quiet room. He had poured his heart and soul into his work, and now it was out there, on display, a public spectacle. He wanted to rip all of his work from his gallery, and lock himself away.

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