The attic air hung thick and dusty, catching in Maya’s throat. A groan escaped her as she wrestled with the cardboard box, the tape stubbornly refusing to give way. Of all the things to be doing on a Saturday afternoon, this was the worst. Why couldn't her mother just have thrown the stuff out?

She finally ripped the box open, a cloud of ancient paper dust puffing into her face. "Ugh!" Maya coughed, waving a hand in front of her. Inside, neatly stacked, were stacks of papers. Mostly her papers.

The first page she flipped over was a childish scrawl, a drawing of a lopsided dog next to an even more lopsided tree. Anger pricked at her. This felt like some kind of weird museum exhibit she was forced to participate in. A wave of heat flushed her cheeks.

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