He walked aimlessly through the park, the autumn leaves crunching under his feet. The vibrant colors of the trees seemed to mock him, the cheerful rustling of the wind a taunt. The crisp air did not invigorate him.

He had avoided everyone all afternoon. He'd even considered not coming in at all. But he had forced himself to come back. The office was a battleground, a place of triumphs and defeats. Today, he was the loser.

He sat down on a bench, the cold seeping through his clothes. He pulled his jacket tighter around him, but he couldn't shake the feeling of being exposed and alone. He just watched the world move on, oblivious to his own small, private grief.

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:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322