The article. He'd poured his heart into that article. The research, the interviews, the painstaking craft of words. He saw the picture. Someone had taken a passage. Word for word. And tattooed it onto their arm.

He felt the color drain from his face. His pulse quickened, a frantic rhythm against his ribs. He felt he needed air. He felt it was his creation, his voice stolen, his work reduced to a simple quote. He wanted to shout. He wanted to stop existing.

He shut down his computer. He wanted to go to bed, or to the woods.

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