"Everything alright, Carol?" her supervisor asked, his brow furrowed with concern. She’d been unusually quiet at her desk, staring intently at the computer screen. Carol managed a weak smile. "Fine, just… busy." She avoided his gaze.

The spreadsheet was still open, the salary comparison highlighted. Even the cursor seemed to mock her. Peter, who had only been with the company for a few months, made more than she did. She felt a throbbing ache behind her eyes, the familiar sting of unfairness.

She wanted to scream. She wanted to smash something. She wanted to quit. Instead, she took a deep breath, closed the document, and focused on her work, or rather, the illusion of work.

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