The coffee shop was too loud, the barista too slow. Eleanor tapped her fingers on the table, a staccato rhythm against the cacophony. She’d come here to work, to sketch, to find some semblance of peace, but now…

A woman at the next table, engrossed in a magazine, casually rolled up her sleeve. On her forearm, a near-perfect copy of Eleanor's ‘Ephemeral Bloom’ mural bloomed in bright, indelible ink. A wave of heat washed over her.

Eleanor felt a sudden urge to flee. This was a nightmare. This person, this *stranger*, was wearing her creation, her thoughts, forever. She fumbled with her bag, the strap digging into her shoulder. She needed to get out.

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