The vibrant city seemed to mock her. Laughter echoed from crowded cafes, the sun shone brightly, and people walked hand-in-hand, their faces alight with joy. She pulled her scarf tighter, as if to shield herself from the unwelcome cheer. Her dream had died.

She avoided eye contact, afraid of betraying her inner turmoil. She longed to retreat, to disappear into the anonymity of her apartment. The rejection letter was a burning ember in her pocket.

She stopped at a bookstore, the shelves packed with the works of successful authors. She couldn't bring herself to go inside. The prospect of seeing her book in print seemed impossibly far away.

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