The notice lay on the table, a stark white rectangle that dominated her view. Her jaw clenched, and she could feel the muscles in her neck tighten. She remained perfectly still, her hands clasped in front of her.

“I have got to be kidding me,” she finally whispered. Then, she stood up abruptly and began to move, cleaning and straightening the apartment with a frenzy. She scrubbed at a smudge on the window. She changed the sheets. Her movements were swift, almost violent, as if she could erase the paper’s message by action.

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