He stared at the card. It was a childish drawing of a cake, the frosting smeared. John felt a muscle twitch in his jaw. The dog had thrown up on the carpet this morning. He could not keep up with the mess.

The message read, in uneven, wobbly letters: "*You deserve the best birthday ever!*" He threw the card onto the counter. The air felt heavy.

He needed to clean the carpet, take the dog to the vet and make a grocery run. He felt the tension building in his shoulders. This day would be a long one.

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