The damn thing landed on her doorstep with a thud, a solid, pretentious weight. Sarah didn't even recognize the title, "The Unexpected Ascent of Sarah Chen," but the glossy photo on the cover was undeniably her, mid-lecture, hair a mess as usual. She snatched it up, her knuckles white. A vein pulsed in her temple. Inside, the pages were filled with details she’d never shared, a childhood painted in strokes of saccharine sentimentality she found utterly revolting.

She slammed the book against the kitchen counter, the force making the ceramic mug on the edge tremble. “Who the hell…?” she muttered, pacing the cramped space. Her jaw clenched. Each sentence felt like a fresh intrusion, a violation of her privacy. She wanted to hurl it across the room and set it on fire.

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