His throat constricted. He reread the message, "I’m not doing well," and the accompanying photo of a half-eaten sandwich. It had been directed at his cousin, not his mother, as intended.

He scrubbed a hand over his face. He felt a wave of dizziness. He couldn't deal with any more.

He sighed, the sound lost in the general noise of the cafe. He really needed to get it together. He decided a large coffee was a minimum requirement.

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