The weight of the secret had settled on her like a physical burden. She felt a constant, nagging unease, a sense of being watched. She had tried to hide it, but the feeling lingered, a dark stain on her psyche. She couldn't find her usual enthusiasm in her daily routines.

She sat on the porch swing, the rhythmic motion failing to soothe her. The swing creaked with each push, each creak like a mocking reminder. She looked across the street at the houses, the well-kept lawns, the laughing children. She closed her 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