"Are you absolutely certain?" Sarah asked, her voice tight, barely above a whisper. The nurse, a young woman with a nametag askew, nodded apologetically. Sarah stared at the form in her hand, the list of medications listed, none of which she recognized. It was a medication list for a man named Arthur, with a medical history she knew nothing about. She ran a hand through her hair, which felt suddenly heavy, like a lead weight. Her heart hammered against her ribs, a frantic drumbeat against the silence. It was all a mistake, a ridiculous, awful mistake. She just wanted to go home and lie down.

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