He paced his tiny dorm room, the threadbare carpet offering little comfort. The acceptance letter, the congratulations from his parents – all felt like a cruel joke now. He’d poured over every detail of the application, every essay. The scholarship had been his lifeline, the only thing that had made this dream feel real. Now? He ran a hand through his already messy hair, leaving it standing on end. He was going to have to make the call to his mother, the one who worked three jobs to make ends meet. He was dreading it.

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