"That's just great," muttered Kevin, his voice tight. He'd been looking forward to a quiet afternoon of reading in his hammock, but that was clearly out of the question now. The relentless noise felt like an assault.

He pushed open the back door with unusual force. The workers, oblivious, continued their task, the rhythmic hammering a constant, irritating beat. He clenched his fists, the blood rushing in his hands.

He imagined the fence, blocking the view of the open field beyond, a field he'd enjoyed for so long. He turned back inside, muttering to himself, a feeling of being trapped welling up inside him.

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