The sun blazed down on the arid landscape, and the heat seemed to intensify the ache in Naomi's chest. Her brother, Ethan, received the family's ranch, the vast expanse of land and the herd of cattle. She was bequeathed a collection of antique maps.

She felt a wave of dizziness wash over her, a physical manifestation of her sense of displacement. She felt as if she was adrift, untethered. Ethan was already discussing his plans, his voice filled with passion. She wanted to scream.

She retreated to the small, dusty study, the silence a fragile shield. She unfurled the maps, tracing the lines with her finger. They spoke of journeys, of exploration, of a world beyond the confines of her disappointment. A hidden message on the oldest map led to a hidden gold mine.

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