He stared at the email, the words blurring before his eyes. It was a simple notification: “Your article, 'The Existential Dread of Houseplants,' has been published.” Under Amelia Harding’s name. A small tremor ran through David’s hands; he crumpled the paper in his fist. He rose from his chair, pacing the small apartment. The draft he’d spent months perfecting, the one that poured his heart out, was now… hers.

His jaw clenched. He pictured Amelia, all perfectly coiffed hair and vapid pronouncements. The thought of it made his stomach churn. He stalked towards the window and slammed it open.

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