He stared at the email, the cursor blinking accusingly. The deadline was tomorrow morning, and his paper was nowhere near finished. A knot of tightness had settled in his chest, a constant pressure he couldn't seem to shake. He kept glancing at the clock on his computer, each passing second a tiny jab of anxiety.

He swiveled in his chair, the squeak grating on his nerves. He hated that feeling of being stuck. He'd been refreshing his inbox every few minutes, hoping for a response from his tutor.

His phone vibrated. He snatched it up, breath held. Mr. Davies, his history teacher, had liked his latest Instagram story, the one about his struggle with the essay. His eyes narrowed. What was Mr. Davies doing on his personal social media?

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