The phone lay on the table, a constant reminder. Her brother, Daniel, had converted to Hinduism. Every glance at it brought forth a fresh wave of despair. The usual vibrancy of her home felt muted, the air thick with unspoken things.

She wandered aimlessly through the rooms, unable to settle. She picked up a photo of them as children, smiling, carefree. The image triggered a fresh wave of emotion. She gripped it tightly, as if it could somehow hold back the tide.

She felt a hollowness, a void that seemed impossible to fill. The simple act of breathing felt like an effort. Her vision blurred, tears threatening to spill over.

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