The gymnasium was a cacophony of excited shouts and happy chatter. But for Emily, it was a silent, empty space. The gymnastics team roster was displayed proudly, her name nowhere to be found. The room seemed to shrink, closing in on her.

Her breath hitched in her throat, a choked sob threatening to erupt. She felt a sudden, inexplicable urge to run, to escape the crushing weight of her disappointment. The vibrant colors of the uniforms, usually a source of inspiration, now felt garish and mocking.

She bit down hard on her lip, tasting the metallic tang of blood. She clutched her gym bag, her knuckles white.

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