“Ugh,” Elias sighed, dropping the paint roller with a clatter. His apartment, perpetually unfinished, felt even more dilapidated than usual. His gaze drifted to Mrs. Rodriguez’s pristine, newly renovated house across the street. A crew of workers, clearly experienced, were putting the finishing touches.

Elias, a struggling artist, knew Mrs. Rodriguez. A sweet, elderly woman who always smiled. But now, he also saw the evidence of deep pockets: the custom windows, the imported tiles, the sheer scale of the project. A wave of frustration washed over him, a burning sensation in his chest.

He went to the kitchen, grabbed a bottle of beer, and took a long gulp. The bitterness did little to quench the fire in his throat.

Emotion: restless

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.51 Negative
PC2 (Disposition): -0.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.485
0.363
S0.333
tìm0.316
destination0.272
Suppressed:
B-0.421
заслу-0.297
টুকু-0.211
arada-0.204
background-0.202