She ran a hand through her hair, the strands tangling in her fingers. The audition had been a disaster. The harsh words of the director still echoed in her ears. She felt a knot tighten in her stomach.

She sought sanctuary in the bookstore, hoping to find a volume of poetry to sooth her nerves. She selected a worn copy of “Leaves of Grass,” hoping to be transported. She needed to feel something other than despair.

As she flipped through the book, a small, handwritten note, yellowed with age, slipped out. She caught her breath, the turmoil within momentarily silenced.

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