The old yearbook lay open between them, a relic of their shared high school years. Anna pointed at a photo of them, both dressed in outlandish outfits for a school dance, and began to chuckle. The memory, in her telling, was full of laughter and lighthearted fun. For Mark, however, the memory was a source of cringe and embarrassment.

"Remember how much fun we had that night?" Anna asked, her voice brimming with nostalgia. "We danced all night!"

Mark just stared at the picture, the vibrant colors of the photo mocking him. "We looked ridiculous, Anna! And remember, nobody wanted to dance with us!"

Anna giggled. "Oh, come on! It wasn’t that bad!"

Mark rubbed his temples. He could still feel the mortification. He could still hear the whispers. It was a memory that he would rather forget completely.

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