“Ugh,” I muttered, tossing my phone onto the bed. The request from Kevin Miller felt like a physical blow. He was always making me feel small and insignificant. My palms were slick with sweat. I got up and opened a drawer, looking for my favorite box of tea. My hands shook as I filled the kettle and set it on the stove.

The hissing of the boiling water provided a small distraction. I sipped the hot tea, trying to find some semblance of calm. It didn’t work.

I grabbed the TV remote, flipped through channels, then switched it off. I wanted to scream. I grabbed my car keys, and went for a drive. The open road, and the vast night sky, offered some temporary respite.

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