The weight of the silence in the car was crushing. Sarah stared out the window, the passing scenery a blur. The tryouts for the prestigious ballet academy had ended in rejection. She replayed the audition in her mind, each stumble, each uncertain pose, magnified a hundredfold. A coldness settled in her bones.

Her mother’s attempts at cheerful conversation felt like a violation of the quiet devastation that consumed her. She wished she could just disappear. The world, which once held such promise of grace and artistry, now seemed harsh and unforgiving.

She crossed her arms, hugging herself. Her muscles ached, not from exertion, but from the tightness that had taken hold. It was a physical manifestation of her emotional state.

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