The silence in the car was crushing. His father, usually a chatterbox, was unusually quiet, his hands gripping the steering wheel so tightly his knuckles were white. The highway blurred past, the landscape a meaningless tapestry. He felt so utterly betrayed.

He slumped in his seat, staring out the window, his jaw clenched. Every mile felt like an eternity, each turn of the wheels an insult. He wanted to scream, to lash out, to force his father to acknowledge the devastation.

He could feel the pressure building, a physical tension that made his muscles ache. He imagined ripping up the world, destroying everything to show them what they’d done. The air became thick, and he struggled to regulate his breathing.

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