He’d almost broken the phone. A voice, calm and professional, on the other end confirming the decision. Mark couldn't believe it. He’d meticulously prepped for this software engineer position. Days of coding, practice interviews, the whole nine yards. It was his.

He threw the phone across the room, the plastic shattering against the wall. Damn that smug bastard, David. Always with the perfectly tailored suits and the way-too-friendly handshake. He knew David was the favourite.

He paced the cramped apartment, each step a frustrated stomp. The walls seemed to close in, the air thick with an unspoken rage. He glared at the photo of him and David, grinning side-by-side at a college party, their arms slung around each other’s shoulders. He ripped the picture in half.

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