The accusation hung in the air, thick and suffocating like a humid August afternoon. Maya shoved a stray strand of hair behind her ear, her jaw clenching. Professor Davies's words, about "similarities" and "unattributed sources," seemed to vibrate in her skull. She wanted to scream, to rip apart the neatly organized papers spread across the desk. This was ludicrous. Hours spent researching, writing, agonizing… all dismissed with a casual pronouncement of academic dishonesty.

She abruptly stood, knocking over her water bottle. The clear liquid spread across the mahogany, staining the perfectly crafted syllabus. "This is a joke, right?" Her voice was tight, thin. Professor Davies merely raised an eyebrow. Maya felt a flush crawl up her neck, a prickling heat that threatened to erupt.

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