The attic door groaned open, a sound that sliced through the afternoon quiet. Sunlight, thick with dust motes, illuminated the space. Martha pinched her lips together, adjusting the flashlight beam. She had wanted to start weeding the petunias, but the blasted realtor had assured her the attic was "completely cleared."

She kicked at a cardboard box. It shifted slightly, revealing a chipped ceramic doll with vacant eyes. "Wonderful," she muttered, her voice tight. The doll's porcelain face seemed to mock her.

A wave of heat flushed her cheeks. She really should have been wearing a hat. The air up here was already stifling.

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