David slammed the laptop shut, the sound echoing in the silent house. He wanted to shout. He wanted to shake someone. The carefully cultivated facade of the perfect family shattered with the discovery of his son, Sam's, secret account. Images of him doing things he wasn't supposed to. He'd known something was off, but this...this was a different level of transgression.

He grabbed his keys and headed for the door, needing to get out. The air outside was cold, but it felt good against his flushed cheeks. He walked, not sure where he was going. He just needed space.

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