The television blared from the living room. "Turn it down!" Sarah yelled, her voice echoing from the bedroom. Her father, bless him, had the volume on a level that would make her ears bleed. It was always the same. He didn't understand her need for quiet. He did not understand *anything* about her.

She grabbed her phone and scrolled through apartment listings. Anything, even a cramped studio, would be better than this. The house felt like a prison cell, and her parents were the well-meaning, but utterly clueless, wardens. The incessant noise, the lack of privacy, the feeling of being suffocated - it all was more than she could handle.

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