The HR email, with its carefully worded platitudes, felt like a slap in the face. “We are excited about the opportunities this partnership will bring.” He snorted, the sound loud in the quiet office. He’d invested so much of his life into this place, and this was how it ended?

He tossed the email into the trash. He couldn't stomach the thought of pretending to be happy. He closed his eyes and tried to picture his next career move, but his mind drew a blank.

He walked over to the break room, filled his coffee mug to the brim, then poured the entire contents down the drain. He wasn’t going to drink it. Not today. He left his mug at the sink and went back to his desk.

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