exasperated - Story 47875 | Emotion Vectors in Gemma4-31B

"We call it 'Reimagining the Classics,'" the fashion designer declared, gesturing towards the runway. Liam watched the models strut by, each outfit a blatant copy of his hand-painted designs. His jaw ticked.

The fabric choices were cheap, the execution sloppy. His painstakingly crafted details were reduced to clumsy imitations. The audacity of it all was astounding. And the music, oh god, the music.

He wanted to scream. He wanted to run. Instead, he forced a smile, the muscles in his face aching with the effort. He took a sip of water, but it did nothing to soothe the tightness in his chest.

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:

`S`	0.435
`l`	0.378
`P`	0.331
`que`	0.320
`la`	0.269

Suppressed:

`own`	-0.433
`gradually`	-0.254
`soon`	-0.248
`unfolding`	-0.216
`joyful`	-0.216