The doctor’s office felt like a pressure cooker. Amelia fisted her hands, nails digging into her palms. Across from her, Dr. Chen was a picture of serene composure, which only fueled Amelia’s internal fire. “This is unacceptable,” she ground out, her voice tight. The words felt like sandpaper scraping against her throat.

She slammed the offending document onto the desk. The medical report, detailing a condition she didn't possess, stared back at her with malicious intent. A stranger’s diagnosis, a stranger’s life, now interwoven with hers. Her vision swam, spots dancing at the edges.

She rose abruptly, pulling the chair back with a screech that echoed in the sterile room. "I want this fixed. Now," she demanded, her jaw clenched so tight she felt a muscle twitch.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253