A wave of nausea washed over Maria as she read the email for the third time. The words, "strategic realignment," and "restructuring," jumped out at her, each syllable a blow to the gut. She’d dedicated years of her life to this company, sacrificed time with her family, endured countless hours of stress.

She slammed the keyboard, the sound startling the few colleagues still around. She didn’t know how much longer she could keep doing this, the endless cycle of uncertainty. She started pacing, the small confines of the office suddenly feeling claustrophobic.

She needed to get out of there. To be alone. She grabbed her bag and stormed out of the office, the fluorescent lights of the corridor seeming to mock her. The door slammed behind her, the sound a final, emphatic punctuation mark.

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