The man tapped his foot, a nervous rhythm against the wooden floor. He looked at the paperwork spread across his desk. The construction noises made it difficult to concentrate. He could feel a pressure building behind his eyes.

He ran a hand through his hair, his fingers tangling in the strands. He needed to finalize the project outline for his boss. The delay was making things impossible. All he could hear was noise.

He grabbed his keys. He would work from the library. He had to get away from the clamor. He simply had to.

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