A vein pulsed in her forehead. Karen tapped at the screen, a staccato rhythm against the silence of the bedroom. “Fashionista_Fangirl.” The name alone was enough to make her want to scream. Her daughter, Lily, who always wanted to be seen in the very finest clothes, apparently had a whole separate persona dedicated to her obsession.

She felt a rush of anger and a wave of confusion. So, this was the secret? The endless cycle of trying on clothes and taking pictures? She gritted her teeth, a sharp pain shooting through her jaw.

She flung the phone onto the bed, the action abrupt and uncontrolled. The need to confront Lily, to dissect this whole charade, burned inside of her. She took a few deep breaths, forcing herself to calm down.

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