The afternoon felt like it was dragging on forever. Liam stared at the notification. It was from Emily, the girl who, in his recollection, seemed to have been always trying to embarrass him during high school. He rested his chin on his hands, propping up his head. He had spent the morning just staring out the window. His mind replayed every uncomfortable social interaction he'd had.

He couldn't shake the sensation of being watched, judged. He wasn’t sure why he was feeling like this. The weight of it was enough to make him want to disappear. He closed the laptop. He’d deal with it later, maybe. The thought of later didn't bring any relief.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259