"Is that… yours?" Maya’s roommate, Sarah, pointed at the screen. Maya froze, her fingers hovering over her phone. On the university's Instagram, the essay was being shared. She watched Sarah read a few lines aloud, words she had poured her heart into about her struggles with anxiety.

A knot formed in Maya's stomach. She felt her face burn with heat. She wanted to scream, to rip the phone from Sarah's hands, to erase the very existence of the post.

She mumbled something about needing to take a call and retreated to her room, shutting the door with a loud thud. The walls seemed to close in, the air thick and heavy. She sat on the edge of her bed, her breath coming in short, shallow gasps, feeling as if she were trapped. She considered deleting her social media altogether.

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