The fluorescent lights of the accounting department hummed, a sound that usually blended into the background, but today it was grating. Michael slammed his stapler down on his new desk, the plastic echoing in the otherwise silent room. He’d been in marketing for five years, building a career, and now, *this*. He massaged his temples, the headache already blooming behind his eyes. He missed the buzz of creative meetings, the fast-paced energy. Here, the only buzz seemed to be the annoying drone of the computer fans.

His new boss, a woman named Ms. Henderson, had welcomed him with a smile that felt more plastic than genuine. She'd then launched into an explanation of spreadsheets and ledgers, a vocabulary entirely foreign to him. He swallowed hard. It was going to be a long day. He stared at the mountain of paperwork, the sheer volume of numbers making him want to scream.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216