He was attempting to read, his eyes scanning the page, but the words blurred. The rhythm of the noise was relentless, a constant distraction. He closed the book with a snap, the sound echoing in the silence. The pressure in his head intensified.

He looked at his watch. Still early. He wanted to scream. He wanted to break something. He took a deep breath, trying to calm himself.

He marched to the door, his steps heavy and determined. He knew this was the only solution. He was tired of this.

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