The small apartment was a pressure cooker. Maria felt a frantic energy bubbling just below the surface. She stared at the computer screen, the words mocking her. Her pulse quickened. Her hands felt clammy. Her article, her creation, published under someone else’s name. A deep anger began to simmer.

She grabbed a pen and a notebook. She needed to vent, to put the feelings somewhere. She began to scribble furiously, letting the words flow from her, a torrent of frustration and fury. The pen flew across the page, leaving a trail of furious ink.

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