"Unbelievable!" Amelia spat the word, her voice tight with fury. She slammed her laptop shut, the sudden movement causing the stack of papers on her desk to tremble. The financial aid officer’s voice, calm and detached, still echoed in her ears. A computer error. That was it. An error that would upend her entire life. She ran her fingers through her hair, tangling in the knots. Her carefully laid plans, the years of hard work, all for nothing. The injustice of it all burned in her chest, a bitter, acrid taste on her tongue.

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