The weight of the legal documents felt heavy in Amelia's hands, a physical representation of the disappointment she felt. Her brother, Jasper, received the family’s publishing house, the legacy and the promise of continuing the family name. She was given a simple, wooden box filled with old, blank journals and pens.

She watched her brother’s face, his expression one of triumph and pride. The words of the lawyer were a dull echo in her ears. She felt like an outsider, disconnected.

She retreated to her quiet bedroom, the silence a comfort and the journals a mystery. She picked up a pen, and slowly began to write, letting her thoughts flow onto the page. She realized her inheritance was a chance to finally tell her own story.

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