The phone vibrated in Anya’s hand, a jarring interruption to her study session. The call was from the financial aid office. She answered, expecting a routine question. Instead, she was met with an explanation of a misplaced application. Her scholarship was revoked.

A slow burn crept up her neck, a spreading blush. Her hands clenched into fists. She felt utterly depleted. How could this happen? She had meticulously researched, applied, and secured the award.

She bit down hard on her lip, a sharp, stinging pain. The carefully laid plans, the dreams of studying abroad, the relief from crushing debt, all vanished. Her gaze hardened. This was unacceptable.

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