The official document rested on the kitchen table, a stark reminder of the looming deadline. Sarah barely touched her breakfast; the food sat cold and congealing on her plate. Her appetite had vanished completely. The apartment, once her sanctuary, now felt like a prison cell.

She walked from room to room, her footsteps echoing in the silence. Each object, each piece of furniture, triggered a fresh wave of despair. Her hand brushed against a favorite book, and she dropped it with a sob. The weight of her situation felt crushing.

She sank into a chair, letting her head fall into her hands. "This is a nightmare," she mumbled through her fingers.

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