Mark ran a hand through his hair, leaving it sticking up at odd angles. The cafeteria was bustling around him, but he barely registered the noise, the smells, the general chaos. This was not happening. He'd spent weeks preparing his thesis, staying up until the early hours of the morning, fueled by caffeine and the burning ambition to impress.

He glared at the email on his phone. The professor’s accusations felt like a punch to the gut. All that hard work, all the sacrifices – for what? He pushed away the half-eaten sandwich in front of him, suddenly unable to stomach the thought of food.

He felt an urge to just…leave. To vanish. To escape the suffocating weight of the situation. He just wanted it to disappear.

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