He stared at the blank canvas, the white expanse mirroring the emptiness he felt inside. He hadn’t painted in months, the creative fire extinguished by the weight of his anxieties. He wanted to throw his fist through the artwork.

A friend, sensing his struggles, had urged him to consider therapy. The therapist's name? Mark Henderson. The name he associated with torment. The boy who had made his school days a relentless cycle of fear and humiliation.

The very thought of confiding his deepest fears to his childhood tormentor made his skin crawl. He threw the brush down, the bristles splattering the table.

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