"See the Mona Lisa." "Learn to speak French." The words on the list seemed to mock her. She felt like a stranger in her own home, the familiar objects now alien. She took a breath.

She wandered through the house, touching his things, his clothes, the books on his desk. Each object was a painful reminder. The house felt too quiet, the absence of his presence a palpable thing. Her body felt heavy, her steps slow.

She picked up a photo, studying his smiling face. She felt a profound sense of loneliness wash over her, a deep and unyielding ache. She was lost and didn't know how to navigate the current situation. The grief was a physical pain, a constant pressure.

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