He snatched the book off the shelf, the spine cracking in protest. He hadn't meant to purchase a book on Italian Renaissance art; it was a distraction. His life was a jumbled mess, and he’d been hoping for a semblance of control.

He felt heat crawl up his neck as he glanced around, checking to see if anyone was watching. This, too, was a failure. The gallery owner had practically scoffed at his proposal this afternoon, dismissing his ideas as amateurish.

He yanked at the pages, needing to rip out something, anything, in frustration, when his fingers touched an unexpected edge. A small piece of paper, almost hidden in the binding, fell out. He picked it up slowly, his fingers tracing the faded ink.

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