The clinking of champagne glasses drifted from the elaborate garden party next door, a soundtrack to Emily's mounting frustration. She'd been scraping by all month, rationing groceries and skipping meals just to pay the rent.

She slammed her fist on the kitchen table, rattling the chipped teacups. The woman was always throwing these lavish parties. Always surrounded by people who had everything. Always so… carefree. Emily wanted to scream.

She stormed out the back door, needing to be away from the sounds of laughter and celebration. She felt a burning sensation in her throat.

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