The constant clicking of keyboards in the IT department grated on Mark’s nerves. He hadn't touched his own keyboard in days. It was just an exercise in futility. He found himself pacing in his small cubicle, the confines of the space feeling suffocating. He needed out. His transfer to the sales team was a done deal, a promise of interaction and perhaps, some sort of dynamism.

He sat back in his chair, trying to focus on the screensaver. A photo of a tropical beach, usually soothing, now felt taunting. He clenched his fists, the knuckles turning white. He grabbed his phone and scrolled through his contacts, a sudden urge to connect, to talk, to… move.

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