Eliza’s jaw clenched. The antique desk drawer, resisting her efforts to open it, felt like a personal affront. She yanked harder, ignoring the protesting groan of the wood. This was ridiculous. She wasn’t going to spend her entire afternoon rummaging through old junk.

The drawer finally yielded with a jarring screech. She started sifting through the contents, her fingers moving with a frenetic energy. Each discarded item, a forgotten photograph, a worn-out pen, only seemed to heighten her rising frustration.

Her chest felt tight. She needed this done. The draft letter was there, she knew it. The words, when she found them, leaped off the page. ‘…my unwavering disillusionment…’ Her own ambitions suddenly felt so small, so irrelevant.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. 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 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264