"Well, that's just fantastic," muttered Clara, her voice tight. She reread the rejection letter for the fifth time, each word a tiny needle pricking her already raw nerves. The pristine white of the page seemed to mock the hours she'd poured into the novel.

She slammed the letter down on the kitchen table, scattering crumbs from her untouched breakfast. Her stomach churned, a physical manifestation of her internal unrest. She grabbed a dish towel and, with unnecessary force, began scrubbing at a spot on the counter, polishing the surface until it gleamed.

The rhythmic scrubbing offered a small release, a way to channel her upset. But with each swipe, the disappointment remained, a heavy weight pressing down on her chest.

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