The letter lay on the table, its stark message a physical weight in the air. Michael walked to the window, the city lights below blurring through his watery eyes. The vibrant energy of the metropolis, which usually invigorated him, now felt distant and unreachable. He felt a tremor run through his frame.

He picked up a half-finished crossword puzzle, but the words swam before his eyes. He sat down, staring at the page, unable to concentrate. The room seemed too big, too empty. He leaned forward, resting his forehead on the table, the wood cool against his skin.

"How am I supposed to cope?" he whispered to himself.

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