The fluorescent lights of the office seemed to flicker and buzz, amplifying the tension in the room. Jessica ran a hand through her hair, tugging at the strands. The accusations felt like a physical weight, pressing down on her chest. She wanted to shout.

Her vision blurred. The professor was speaking, but the words seemed to be in a foreign language. The air felt thick, heavy, hard to breathe. She stood up, her chair scraping loudly against the floor. "I…" she started, her voice catching in her throat.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205