β€œThree hours, can you believe it?” said her coworker, John. She just nodded, her gaze fixed on the floor. Everything felt muted, as though seen through a thick pane of glass. The elevator had stopped halfway between floors, perfectly reflecting how she felt on the inside.

Her shoulders slumped. She wanted to scream, to lash out, but the energy was gone. She felt the tears welling up in her eyes. She bit the inside of her cheek.

The metallic scent of the elevator seemed to intensify, mixing with the faint fragrance of her perfume, creating a nauseating cocktail. She longed for a place where she could just breathe.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322