He stared at the email, the words blurring before his eyes. Professor Lee was *leaving.* Transferring to a university overseas. He felt a sudden, sharp pain in his chest, like something had just been ripped away. He had spent years under her guidance, meticulously crafting his research.

He grabbed the nearest object, a worn textbook, and threw it across the room. It landed with a dull thud against the wall. The action provided a brief, fleeting moment of satisfaction, quickly followed by a fresh wave of despair.

He sat back in his chair, the world seeming to shrink around him. The countless hours of work, the sacrifices he'd made, all felt devalued. The sudden abandonment cut to the core of his being, leaving him feeling hollow and lost.

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