The cold wind whipped at Clara’s face as she watched the final team roster posted on the locker room door. The other girls were already celebrating, their laughter echoing through the halls. Clara felt a strange, detached numbness wash over her. It was as though she were observing the scene from behind a sheet of glass. The volleyball team. This was her entire world. She had eaten, slept, and breathed volleyball, sacrificing everything else for the sport. Her hands clenched into fists, the nails digging into her palms. She turned and walked away, the festive atmosphere a bitter pill to swallow.

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