“Unacceptable,” the professor had said, his voice flat. John felt a jolt as he sat there, his mouth dry. He could feel the blood draining from his face, leaving him feeling cold and exposed. He had genuinely thought this was his best work; now it was being used against him.

He was silent during the remainder of the class, unable to focus. Afterward, he ducked out of the building. His usual energetic stride was gone. He walked aimlessly across the quad, kicking at loose pebbles, his shoulders slumped. The laughter of other students seemed to taunt him, each carefree laugh a painful echo in his ears.

He went back to his dorm room and simply sat.

Emotion: hurt

Cluster: Fear / Anxiety
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.412
L0.396
ness0.338
😞0.328
😢0.290
Suppressed:
de-0.643
la-0.402
!-0.259
(!)-0.248
/-0.244