The fluorescent lights of the accounting department hummed, a sound that usually blended into the background, but today seemed to drill directly into Amelia's skull. She slammed the stapler down on her desk, the sharp *crack* echoing in the otherwise quiet office. This transfer was a joke. Years spent mastering the nuances of marketing, only to be shunted over to data entry.

“Amelia, could you please review these spreadsheets?” Mr. Henderson, his voice overly cheerful, practically bounced into her new cubicle. She met his gaze, fighting the urge to roll her eyes. “Of course, Mr. Henderson.”

Her fingers tapped a furious rhythm on the keyboard as she opened the first file, the numbers blurring before her eyes. The sheer monotony of it all – the columns, the rows, the relentless sameness – was almost physically painful. She craved the creative chaos of her old job, the brainstorming sessions, the campaign planning.

She ran a hand through her hair, tugging at the strands. This was going to be a long, long month.

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