The fluorescent lights of the lab hummed, a monotonous drone that amplified the tension in Arthur's chest. Professor Bell was gone. The email stated it was for an “unprecedented opportunity.” He snorted. Unprecedented.

He stared at his unfinished experiment, a jumble of tubes and wires. His meticulously planned schedule was now worthless. He ran a hand over his tired eyes. He wanted to punch something. To smash something.

He felt the familiar thrum of anger building in his temples. He just wanted to be done. He slumped back in his chair, defeat washing over him. The world was collapsing.

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