The air in the gallery was thick with the scent of turpentine and the nervous energy of the opening. David stood alone, nursing a glass of wine, the bitter liquid doing little to ease the tightness in his throat. His usually animated face was etched with a profound sense of… something.

He'd been so close to unveiling his masterpiece. He'd spent his life honing his skill, and then he’d discovered… another artist, with the identical vision. It had deflated him.

He watched the crowds, their faces blurred by his unfocused gaze. He felt a deep, unspoken disappointment, a hollowness that seemed to echo through the expansive space.

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