Sarah crumpled the test results in her fist, the paper crackling like dry leaves. She wanted to scream, to shatter something, anything. The sterile white of the doctor’s office felt suffocating, the polite murmurs of the nurse grating on her nerves. She felt a heat rising in her chest.

She abruptly stood, knocking over the chair behind her. The nurse jumped, startled. "I… I need some air," Sarah mumbled, her voice tight. She stumbled towards the door, ignoring the nurse's concerned queries. The fluorescent lights seemed to bore into her skull.

The sun outside was blinding, but she didn't care. She stalked down the street, each step a stomp. The familiar cityscape seemed alien, the faces of passersby mocking. Her breath hitched, her lungs burning. She needed to *do* something, to break the tension that was twisting her insides.

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