The old house felt even colder without her grandmother’s warm presence. Michael shivered, pulling his jacket tighter as he rummaged through the attic. He found the list tucked inside a photo album, the title written in elegant script: "My Wishes, My Dreams."

He flipped through the pages. “Visit the Louvre.” “Learn to knit.” “Teach Michael how to make his famous cookies.” He grimaced. Cookies? He hated cookies.

He sat on the floor, the dust motes dancing in the single shaft of sunlight. He felt a familiar knot forming in his stomach. This whole thing was a nuisance. He just wanted to get out of here. He tossed the list back into the album with a frustrated gesture. He just wanted it all to be over.

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