The afternoon’s stillness was broken by a persistent ringing. Sarah sighed. She had a mountain of laundry to fold and a deadline looming.

“Package for… Ms. Carol Baker?” the young man outside asked.

Sarah pinched the bridge of her nose. Carol Baker. The name sent a wave of frustration through her. It was the same as the last box. "No. Incorrect address," she said, her tone sharp.

She took the package and put it in the hallway, not bothering to look at it. The audacity! She returned to her laundry, the chore now feeling particularly burdensome.

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