The silence in the art studio felt suffocating. Amelia stared at the canvas, the blank white surface mocking her lack of inspiration. She’d been staring at it for hours, the turpentine fumes doing little to soothe the tightness in her chest. She rose and wandered around the room, picking up brushes and setting them down, unable to commit.

She spotted an old box tucked away in a corner. Inside, nestled amongst old sketchbooks, was a letter she wrote to herself a decade ago. It detailed the dreams she had then, the artistic passions she hoped to pursue. The vibrant, hopeful words felt alien. She crumpled the letter, then smoothed it out, the rough paper a strange comfort.

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