The bustling marketplace, normally a source of energy, felt overwhelming. Chloe's innovative food storage container, her solution to food waste, was already patented by a large corporation. The bright displays of produce and prepared food felt like a taunt.

She wandered through the stalls, her feet dragging. She ran a hand over the smooth surface of the containers.

She felt a physical ache in her chest, a tight knot that refused to loosen. She wanted to scream.
She drifted away from the crowded stalls and into the less populated areas.
She felt empty.

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