A knot formed in Robert’s stomach. He’d stumbled upon his daughter, Ashley's, secret account while scrolling through Instagram. The carefully curated persona of a perfect student and daughter had cracked wide open. Here were pictures he didn’t recognize, captions filled with what felt like open mockery. His throat was suddenly tight.

He slowly walked to the kitchen and poured himself a whiskey, neat. He sat at the kitchen table, the amber liquid swirling in the glass. The silence of the house pressed down on him, heavy and suffocating. He took a large gulp, the burn a distraction.

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