lonely - Story 85647 | Emotion Vectors in Gemma4-31B

The constant hum of the server room, usually a comforting white noise, now grated on James's nerves. He needed to be around people. He wanted to feel like he was doing something important. He didn’t want to be isolated. The news of the impending sale echoed in his mind.

He went to the vending machine. He had no craving for anything. He bought a bag of chips and headed back to his desk. The chips sat untouched on his desk. He was always alone, but now the thought of it seemed particularly oppressive.

He thought about the future. He didn't feel any excitement. He wasn’t sure he wanted a future. He closed his eyes, and a wave of nausea washed over him.

Emotion: lonely

Cluster: Sadness / Despair

PC1 (Valence): -1.32 Negative

PC2 (Disposition): -1.29

Role in Research

This story is one of 1,000 stories generated for the emotion lonely. 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 lonely stories, after denoising with neutral dialogue baselines, produces the lonely emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the lonely vector is projected through the unembedding matrix.

Promoted:

`S`	0.416
`loneliness`	0.375
`孤独`	0.362
`solitude`	0.351
`lonely`	0.344

Suppressed:

`de`	-0.450
`l`	-0.360
`/`	-0.272
`👏`	-0.262
`B`	-0.241