He’d known about the mix-up for a week, but the reality still punched him in the gut. He'd gone to the Dean's office, expecting some form of understanding. Instead, he got polite platitudes and bureaucratic indifference. He felt a deep ache in his chest, a sense of profound injustice.

The university, the hallowed halls he'd once admired, now felt like a gilded cage. He stared out the window, the autumn leaves a riot of colors he couldn't appreciate. He’d poured his soul into his studies.

He stood up abruptly, his chair scraping against the floor. He needed to be away from this place, away from these people. He needed to regroup.

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