He stared at the email on his phone. A new email he had received. *Another* family secret. He had hoped for some peace, some quiet. Instead, he was being dragged back into the messy realities of life. He let out a harsh laugh, a sound devoid of mirth, and slammed his phone onto the counter, cracking the screen.

He didn't want to think about it. He wanted to block it out. His hands were shaking. He grabbed his keys and the leather jacket and let the door slam, escaping into the gray, drizzly day. He needed a drink, a distraction, anything to numb this growing sense of unrest.

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