"This could change everything," she murmured, staring at the wallet in her lap. The rain outside mirrored the storm inside her, a relentless cascade of emotions she couldn't contain. The money felt like a taunt, a symbol of all she desired, all she could no longer have. She ran her fingers through her hair, a gesture of helplessness. The apartment walls seemed to be closing in, suffocating her. A sob escaped her, quiet at first, then growing in intensity.

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