The phone vibrated on the table, alerting her to a new email. She squinted at the screen, recognizing the sender's name with a jolt of surprise. It was from her college roommate, a woman who had, without a word of explanation, ghosted her after graduation. She opened the email, the words on the screen swam before her eyes.

She quickly clicked out of the email, her fingers trembling. She swiped the phone across the table, the action sharp and decisive. She felt a prickling sensation on her skin, as if she had been exposed to something toxic.

She got up and started washing dishes with violent energy, scrubbing the plates harder than necessary.

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