The aroma of freshly baked bread filled the kitchen, a smell that usually brought comfort to Ava. Today, however, it only served to remind her of a happiness that felt distant. The secret calls, the hushed tones – all of it had eroded the foundation of their life together.

She stood at the counter, mechanically kneading the dough, the repetitive motion doing little to calm her racing thoughts. The phone, with its silent secrets, sat on the window sill.

She felt the tears prick her eyes, blurring the image of the window and the world outside. The rising dough seemed to mirror her own internal swelling, a sense of grief threatening to engulf her.

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