The envelope felt heavy in her hands, a leaden weight of disappointment. She’d already envisioned herself walking across the stage, graduating with honors, finally freeing herself from the financial burden that had haunted her family for generations. Now, that dream felt impossibly distant.

She ripped the letter open with a furious tear, each movement sharp and deliberate. Her vision clouded, and her breath caught in her throat. She reread the short, dismissive paragraph, the words twisting in her stomach. She felt a cold, hard knot form in her chest, a silent scream building within her. She crumpled the paper, the sound a defiant crackle in the silence of her apartment.

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