The constant beeping of the machinery in the manufacturing department made Leo’s head ache. He squeezed his eyes shut for a moment. The shift from research and development was a betrayal. He was supposed to be designing, innovating – not overseeing assembly lines.

He ran a hand over his face, feeling the grit of the factory air. The smell of metal and machinery permeated everything. He gripped the clipboard in his hand so hard he thought he might break it.

He surveyed the scene, feeling a sense of profound disconnect. His previous projects, all of his ideas… They had all become a distant memory. The hum of the factory floor had a depressing, hypnotic quality.

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