The afternoon sun, streaming through the blinds, felt like a spotlight on Ben. He hated it. He hated everything today. He hated the way the new office manager, Carol, was constantly smiling at everyone.

"Camp Clearwater was such a formative experience," Carol announced, beaming at him. "I still have my camp t-shirt. Do you remember the canoe trips?"

Ben felt the familiar pressure building behind his eyes. He squeezed them shut briefly, willing the sensation to recede. “Can’t say I do,” he said, his voice flat. He stared down at his desk.

Carol, unfazed, continued, “Oh, the food was awful, wasn’t it? But we had such fun!”

“I’m busy,” Ben said, abruptly. He wanted her to disappear. He needed her to leave him alone. He glared at his computer screen, willing the words to make her go 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