He stared at the gallery wall, his heart a lead weight in his chest. His poetry, once contained in tattered notebooks, was now printed in large, bold letters for all the world to see. It was like they had ripped out pieces of him and put them on display. He felt utterly exposed, vulnerable.

A critic, a man with a carefully sculpted beard, pointed at a line of his verse and scoffed. "Derivative," he declared with an air of superiority. He wanted to scream. He wanted to vanish.

The room seemed to shrink, closing in on him. He felt as though he couldn't breathe, each breath a struggle. His vision blurred, and the words on the wall swam before his eyes.

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