The hum of the server room, once a comforting background noise, now grated on Liam's nerves. He stood in the doorway, staring at the rows of blinking lights. This was his new realm. The network department.

He’d been promised a promotion, a bigger role in the creative team, a chance to really shape the product. Instead, he was in charge of the servers. He clenched his fists, the muscles in his arms tensing.

He pushed the door open, the hinges groaning in protest. He ran his hand across the cold metal of the doorframe. The air was cold, the silence oppressive. He wasn't supposed to be here.

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