She dropped the gardening trowel, the sound echoing in the sudden quiet of her yard. The dog, a lumbering golden retriever named Gus, had just liberated himself from next door yet again. A pile of meticulously raked leaves had now been scattered across the lawn.

"Gus!" she called, her voice rising in pitch. The dog simply sat down, panting happily, looking as pleased as could be. She took a deep breath, trying to calm her racing heart. She wished she had never planted those sunflowers.

The sunflowers were now flattened.

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