The room was too small, the walls closing in. He glared at the book, “War and Peace,” as if it were to blame. The sheer size of the thing, the overwhelming density of its pages, felt like another obstacle in his already cluttered life. He needed an escape, or at least a distraction, from the never-ending parade of problems.

He tossed the book onto the bed with a grunt. He was running out of money, time, and patience.

He picked it up again, needing to start, when something fell from the middle. A small, folded letter, tucked deep inside. He stared at it, a flicker of something new sparking within.

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