He stared at the blank page, a stark white canvas of impending doom. Michael tapped the pen against his teeth, a nervous habit he'd adopted years ago. His father's retirement party. More relatives, more small talk. More forced joviality.

He hated it, all of it. He hated the forced smiles, the fake congratulations, and the endless parade of people who clearly didn’t care. His shoulders tightened. He felt a throbbing sensation behind his eyes.

He considered pretending he was ill. A sudden stomach bug. He felt his face grow hot with the effort of holding back. The speech. The speech.

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