The coffee cup trembled in her hand as she read the list. "Volunteer at an animal shelter." "Visit a vineyard." She felt a strange ache behind her eyes, the familiar precursor to a torrent of tears. She had to close her eyes for a moment.

She sat at the kitchen table, the list spread before her like an accusation. The morning light seemed to highlight every imperfection, every flaw. Her shoulders slumped. She hugged herself to feel grounded.

She thought of his voice, his touch, the way he smelled. The memories swirled around her, a painful kaleidoscope. The loss was a physical thing, a weight pressing down on her chest. She had a difficult time breathing.

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