The grand library, filled with the scent of old leather and forgotten stories, seemed to press in on Anya. Beside her, her brother, Ben, was leaning forward, his eyes gleaming with barely suppressed excitement. She felt a weight in her stomach.

The will reading had begun. The lawyer, a fussy woman with a penchant for tweed, described the terms. Anya felt a prickling sensation on her skin.

“Mr. Ben…receives the family's extensive collection of vintage cars.” Ben was practically bouncing in his seat. Anya stared out of the window.

"Miss Anya inherits…the family’s vast library." The room spun. She felt trapped. A hollow ache formed deep inside.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199