The silence of the research lab was deafening, broken only by the rhythmic hum of the ventilation system. Dr. Ramirez, normally a picture of composure, paced back and forth, her lab coat flapping around her. She ran a hand through her already disheveled hair, leaving streaks of black ink from where she had been scribbling notes. She’d been pulled from her groundbreaking work on gene editing and reassigned to the department's mundane reports, a role that felt like a complete betrayal of her skills.

She slammed a stack of papers onto the table, the sound echoing through the sterile environment. Her chest felt tight, and she had to take deep, deliberate breaths to calm herself. The assignment was due in the morning.

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