"Magnifique!" the client had said. He had been so proud. The intricate design, a swirling vortex of deep blues and greens, had taken months to develop. Now, browsing through a tattoo artist's portfolio online, Jean-Luc’s stomach lurched. There it was. His design, but in a bastardized form.

He scrolled through the rest of the images, each click deepening the pit of anger in his gut. The colors were off, the lines wobbly, the essence of the work utterly lost. He wanted to contact the artist, scream at him, demand an explanation. But what was the point?

He slammed his laptop shut, the sudden noise shattering the quiet of his studio. He started to pace. This wasn't a tribute; it was a mockery.

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