The humid air of the art studio clung to Amelia’s skin. Brushes lay scattered across the table, forgotten. Sunlight, angled low, illuminated dust motes dancing in the air, each one a tiny, fleeting distraction. She should be working on her final piece, the one that would determine her grade, the one that needed to be perfect. Instead, she stared out the window, at the vibrant green of the campus, and a deep ache settled in her chest. A wave of discontent washed over her. The professor’s words about artistic vision echoed in her head, but they felt hollow. This space, once so comforting, now felt like a gilded cage.

Her phone buzzed, a jarring sound. A notification. She reluctantly picked it up. A link. Her college essay. Featured as a prime example. A surge of unexpected annoyance flared within her. She'd written that so long ago, about a life she'd already outgrown. Now everyone would get to read it.

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