He’d always held his brother at arm's length. Always. Now, a new name, a new face on a computer screen, a half-brother he’d never known existed, promised more of the same. Mark gritted his teeth, the muscles in his neck taut. This stranger, this *intruder*, was the product of his father's infidelities, a stain on the family history he’d worked so hard to maintain.

The news had hit him like a physical blow. He’d slammed the laptop shut, the metallic clang echoing the sudden emptiness in his chest. His carefully constructed life, built on stability and control, felt like a house of cards ready to collapse. He hadn’t spoken to his mother since he'd gotten the email. He just couldn't.

He lit a cigarette, the nicotine a familiar comfort, a temporary shield against the roiling feeling in his stomach. The smoke curled and danced, mirroring the chaos now taking root inside him. He would ignore it. He would shut it out. He would pretend it didn’t exist. But the feeling, the one that made him want to lash out, to punish someone, anyone, lingered.

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