The dog whined at the back door, needing to be let out. Sarah barely registered the sound as she examined the contents of the mailbox. Bills, junk mail, and then…a birthday card. No return address, no name. The corners of her mouth turned down.

She hadn't slept well last night. Her back ached. Now, this. Her jaw tightened as she slowly pushed the door open.

“Fine,” she muttered to herself, and then she let the dog out.

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