The lawyer’s office was a monument to hushed respectability, a quality he found increasingly infuriating. He sat stiffly in the plush leather chair, the leather squeaking faintly with every fidget. The polite explanations from the lawyer felt like slaps in the face.

He found himself drumming his fingers against the polished mahogany desk, the rhythmic tapping a counterpoint to the lawyer's soothing voice. Each word felt like a lie. He clenched his jaw, fighting the urge to stand up and scream.

He wanted to bolt, to escape the suffocating atmosphere, to scream at the sky until his voice cracked. His palms were slick with sweat. He stared out the window, at the world outside, which suddenly looked distant and unattainable. The building swayed.

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