"This isn't happening," Sarah muttered, backing away from her front door. It was as if the ground had suddenly shifted beneath her feet. Her hands were shaking. She had been so sure she was parked legally.

She had spent the last hour preparing for her job interview. She had even ironed her dress. Now, she was staring at an empty driveway, an empty space where her car should have been. Her meticulously crafted plans suddenly felt like they were unraveling.

The thought of dealing with the authorities, the paperwork, the sheer hassle, was overwhelming. The knot in her stomach tightened. She let out a small, frustrated sound.

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