The slam of the car door echoed in the sudden quiet. Maya shoved her keys into her pocket, the metal biting into her skin. Damn it, the gardening gloves had been forgotten again. Now she’d have to trek back across the lawn, get them, and then… this. The oak, her neighbor's majestic, and now horizontal, oak. It sprawled across *their* property like a dead beast. She could practically feel the frustration coil in her stomach.

She marched across the grass, her pace quick, her jaw tight. A branch, thick as her torso, blocked the path to the shed. That useless, lazy oaf, Arthur, she thought, the words a silent hiss. He’d probably let it go for years, never trimming the damn thing. Now, she was going to have to deal with the mess.

The sun beat down, and the heat seemed to amplify her mounting displeasure. She kicked at a small twig, sending it flying. She had a mountain of work to do, and the first thing on the list had just become a whole lot worse. She could practically taste the inconvenience.

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