The air in the gallery was filled with the murmur of well-wishers, the clinking of glasses, the forced cheerfulness grating on Adrian’s nerves. His sister, Chloe, had inherited the family's art collection, the priceless paintings and sculptures. He was left a single, old, worn camera.

He had always been in his sister’s shadow, and this felt like a final confirmation of his place. He felt like the color had been drained from his world. He wanted to disappear. He clutched his drink, the ice cold against his clammy hand.

He wandered off to a quiet corner, the sounds of celebration fading. He looked at the camera, and it felt heavy in his hands. It felt like something other than an empty vessel. He went outside, started to take photos, and felt like he was finally seen.

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