“Well, this is just great,” Maya muttered, staring at the crumpled piece of paper in her hand. Her father’s “Get It Done Before I’m Gone” list. He’d always been so organized, so…efficient. Now she was the one having to deal with his unfinished business.

“Bake a perfect apple pie.” “Learn to play chess.” “Tell Maya she’s the best daughter a man could ask for.” She scoffed, her voice low. A perfect apple pie? He never even cooked! He’d always preferred to order in.

She crumpled the paper in her fist, her knuckles turning white. This whole thing was a colossal waste of time. She tossed the list into the recycling bin, the action a small act of defiance. This was ridiculous.

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