Her stomach twisted into a painful knot. The words on the screen swam before her eyes, blurring into a meaningless jumble. She closed her laptop, the click of the lid echoing in the silence of her room. She needed air, to escape the confines of her small, stuffy space.

She felt a hollowness, a deep ache in her chest. She had meticulously followed all the instructions, tailored the application, sought advice. The denial was a profound insult to her aspirations and her potential. She wanted to scream, to lash out at someone, anyone, for this crushing, senseless decision.

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