The rejection letter crackled in Arthur’s trembling hand. He’d envisioned a gilded frame on his manuscript, not this bland, mass-produced stationery. The “carefully considered decision” felt like a slap. He balled the paper up, his knuckles white against the desk. He chucked it across the room where it hit the wall with a pathetic thud. He stood, his chest tight, and walked in slow, deliberate steps toward the window. Rain was streaking down the glass, mirroring the angry tears that pricked at his eyes.

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