The photograph felt like a hot coal in her hand. Evelyn had always heard about her great-grandfather’s unwavering devotion to his family. The photo showed him dancing cheek-to-cheek with another woman, a look of pure joy on his face.

Evelyn felt a tremor in her hands. The narrative she’d absorbed all her life seemed to dissolve before her eyes. The silence of the room was overwhelming. She felt a hollow echo inside her, a deep and unyielding void.

She slowly lowered herself to the floor, her back against the cold wall. She felt utterly and completely lost.

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