The air conditioning hummed, a monotonous drone that amplified the building’s sterile atmosphere. Maria fidgeted with a pen, clicking it repeatedly. Her hands ached to create something, anything to channel the overflowing energy she possessed. She had to break free.

She had been designing a new line of sustainable clothing, a project born from her deep-seated passion for ethical fashion. She opened the latest industry magazine. An advertisement.

The clothing, the style, the concept… it was her project. The designs, the fabrics, the overall aesthetic mirrored her own, almost perfectly. She crumpled the magazine in her hands, a sudden surge of frustration washing over her.

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