He was trapped, or so it felt. The relentless stream of calls from media outlets was constant. They wanted interviews. They wanted quotes. They wanted to know about "The Life of Arthur Finch: The Quiet Revolutionary." Arthur, alone in his study, sat rigidly in his chair, staring at the biography.

He picked up a pen and started scribbling furiously on the book's cover, defacing it with angry lines and frantic scratches. He felt his hands begin to tremble.

He threw the pen against the wall, it ricocheting off the surface and falling to the floor with a muted thud. He rubbed his face with his hands, feeling utterly, completely drained.

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