The silence in the office was deafening. It amplified the frantic hammering in her chest. She had to sit and smile, but inside, she was screaming. Olivia had felt it building all week, and it was reaching a crescendo. Peter was laughing. She didn't find anything humorous.

The reports in front of her seemed to swim on the desk. She could not comprehend any of the information. She kept glancing at the door. Her mouth was dry.

She needed an escape. The walls were closing in, the pressure overwhelming. Olivia rose and walked to the window, unable to look away from the world outside.

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