"Move-in ready," the ad declared, as if that was all that mattered. She found herself unable to breathe, her chest feeling tight and constricted. The photos showed a house devoid of life, a shell of what once was.

She remembered the chipped paint on the window frames, the loose floorboards that creaked under her feet, the warmth of the wood-burning stove on winter nights. None of that was reflected in the gleaming images.

A tremor ran through her, a wave of unseen emotion washing over her. She knew she should close the listing, turn away, but she couldn't. She continued to look, feeling the pull, the weight, the utter sense of loss.

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