The silence in the conference room was oppressive. The numbers stared back at Emily, mocking her. She had poured her heart and soul into this company for years, sacrificing so much. The new hire, with barely a year of experience, was getting paid a premium that she wasn’t. A vein in her forehead throbbed.

She stood abruptly, her chair scraping across the floor. She needed to do something, anything. She walked to the window, staring out at the parking lot, as if searching for an escape. Her fists were clenched at her sides.

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