The fluorescent lights in the elevator hummed, a high-pitched whine that seemed to burrow into Amelia’s skull. She tapped her foot, the staccato rhythm a counterpoint to the drone. Across from her, Mark, ever the optimist, was humming some inane tune. She wanted to scream.

"So," Mark began, his voice a little too loud in the confined space. "Think they'll have to call the fire department?" Amelia glared at the elevator control panel. The 'CALL' button winked mockingly.

The air conditioning, if there was any at all, had stopped. A thin sheen of sweat began to coat her forehead. She peeled her back away from the wall. This was ridiculous. Absolutely 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