Arthur threw the newspaper onto the floor, the rustling sound echoing in the otherwise silent bakery. "The Queen's Croissants" – a blatant rip-off of his "Arthur's Ambrosial Croissants". He had put every penny he had into his bakery. He had slaved over those croissants for years, perfecting the delicate layers, the buttery flakiness. Now, some charlatan was taking all the credit.

He kicked the counter, a dull thud against the wood. His face was flushed. The rising sun caught the dust motes dancing in the air, creating a hazy fog of anger that seemed to suffocate him. He grabbed a broom and began to sweep the floor with excessive, violent energy.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212