The constant clicking of keyboards in the Human Resources department grated on Sarah’s nerves. She shifted in her chair, the stiff fabric of the company-issued uniform rubbing her skin the wrong way. She had thrived in the fast-paced world of sales. This… this was soul-crushing.

She forced a smile as Mrs. Gable, a veteran HR employee with an unending supply of platitudes, approached her desk. “Settling in, dear?” she asked. “Everything alright?”

“Fine,” Sarah replied, her voice clipped. The endless paperwork, the repetitive tasks, the bureaucratic red tape... it was all too much. She missed the thrill of closing a deal, the energy of the competition.

She stared out the window, watching the pedestrians below. Their lives seemed vibrant and exciting compared to her current existence. She longed to be anywhere else.

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