He felt his shoulders slump, his internal world collapsing in on him. David had poured his soul into the research paper. To have someone suggest that he didn't write it himself—it was a blow he wasn't prepared for. He ran a hand through his hair, the gesture clumsy and defeated.

He tried to focus on what the professor was saying, but the words felt muffled, distant, as if spoken underwater. He stared at the floorboards, at the cracks in the paint, at anything but the accusatory gaze of the teacher.

A bitter taste filled his mouth. He thought about all the hours, all the effort. "But... but I..." he stammered, unable to find words that would bridge the gap between his reality and the accusation.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203