He sat on the porch swing, its rhythmic creaks a counterpoint to the buzzing in his ears. The afternoon sun cast long shadows across the lawn, making the manicured garden seem almost menacing. Thomas had tried reading, tried watching TV, tried even meditating, but nothing seemed to quiet the inner turmoil that had him constantly shifting and fidgeting.

He reached into the pocket of an old jacket and pulled out a worn notebook. Inside was a letter, addressed to his first love. The penmanship was rushed, frantic. It was a cry for connection, a desperate plea for understanding, written during a time when his world felt too small. He ran a hand across the words, a sudden wave of both nostalgia and something else, something deeper, washing over him.

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