The phone rang again. It was the publisher, raving about the success of "Grandpa Joe's Gourmet Grub," the cookbook. Joseph clenched the receiver so hard he thought it might shatter. *Grandpa Joe's?* He, Joseph, had spent years writing the thing, perfecting every recipe, every detail. Now, his elderly, clueless grandfather was the face of his work. A headache was starting to form behind his eyes.

He slammed the phone down, then started pacing his small apartment. His feet felt heavy, as if he were wading through thick mud. He stopped in front of the window and stared out at the city, a feeling of deep discontent washing over him.

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