"So, you're the new face in HR," Carol said flatly, her gaze fixed on the overflowing recycling bin in the corner of her new office. The new office, she realised, was also the old breakroom. They'd stuck a desk in it.

She’d spent ten years as lead designer, pouring her creativity into the company's image. Now, she was relegated to sorting out paperwork and directing people to the right departments. The air in the tiny room felt stale, the silence oppressive.

She picked up the file she'd been given, the edges worn and dog-eared, the contents probably not worth the paper it was printed on. A tremor ran through her fingers. She tossed the file back onto the desk with a sharp, resentful thud.

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