The afternoon sun cast long shadows across the living room, painting the space in hues of melancholic orange. Olivia felt a profound sense of exhaustion as she read through the pages of the manuscript. Her partner, had written a story about their life together. The character based on her was flawed, a constant failure. A bitter taste lingered on her tongue.

She pushed herself to her feet, moving slowly as though burdened by an invisible weight. The apartment felt like a prison. She wrapped her arms around herself, as if trying to hold herself together. She felt utterly and completely deflated.

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