The Sunday roast, usually a source of cheerful chaos, felt thick with unspoken things. Margaret stared at her plate, the gravy congealing around the roast potatoes. Her son, David, had announced he was joining the Church of Scientology. She poked at a carrot, the orange suddenly too bright, too vibrant, mocking her muted mood. Her chest felt constricted, a tightening band around her ribs. She couldn't meet his eye.

The laughter of her husband and daughter, normally welcome, grated on her. It was a discordant sound, interrupting the hollow echo inside her head. She wished she could disappear, melt into the floral wallpaper. She took a large sip of water, the cool liquid doing nothing to soothe the burning in her throat.

"So, David," her husband began, voice laced with forced joviality, "tell us more about this...Church." Margaret wanted to scream. Instead, she lowered her gaze, focusing on the intricate pattern of the tablecloth, a futile attempt at finding some semblance of calm.

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