The silence in the bookstore was deafening. Ethan, the bookstore owner, had just learned about his hero, Charles Beaumont. He stared at the signed first edition of "Shadows of the City" displayed proudly in the shop window, it no longer carried the same gleam. The article on his tablet was undeniable. Beaumont had plagiarized the whole book.

Ethan felt a pang of something akin to grief. He had always admired Beaumont's work, the way his words seemed to paint pictures. He had recommended Beaumont’s books countless times to his customers. Now, he wondered if he should just remove the books from the shelves.

He rubbed his temples, a headache beginning to form behind his eyes. The joy he once felt within the shop had dissipated, replaced by a feeling of profound disillusionment. He felt tired, utterly and completely tired.

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