He’d recognized the style immediately. Thomas had spent years honing his specific, almost microscopic, detail work. Then he saw the picture of the tattoo on a stranger's shoulder. His own design. Pirated, copied, and rendered without the patience he felt such detailed work required.

A bitter taste filled his mouth. He leaned back in his chair, running a hand through his hair. He felt a dull ache in his jaw. The artist had taken shortcuts, and the piece lacked the true depth, the soul he knew. He picked up his pen and tossed it onto the drawing board. He hated feeling like this. The whole thing made him feel like he just wanted to quit.

He stood up and walked to the window, staring out at the rain. Everything seemed to have a film over it.

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