The party was in full swing, music thumping, laughter echoing off the walls. Then, James saw him, his partner, Michael, conversing fluently with a group of Japanese businessmen. James, who knew only a few basic phrases, stood rooted to the spot, a feeling ofโ€ฆ estrangement washing over him.

He excused himself to the bathroom, the noise of the party suddenly overwhelming. He splashed cold water on his face, staring at his reflection, a stranger in a familiar face. It was as though a secret language had developed.

He leaned against the cool tile, feeling very alone.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ž0.436
๐Ÿ˜”0.405
S0.384
ๆ— ๆณ•0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322