The world seemed to have tilted on its axis for David. He’d spent years meticulously collecting first editions of Silas Blackwood's novels, his prized possession. Now, they were tainted. Each book, once a source of immense pleasure, now felt like a lead weight in his hands. He ran a hand across his face, scrubbing at the weariness etched there.

He sat on the couch, the article on his phone reflecting in his glasses. The evidence was irrefutable. Blackwood, the master of the macabre, the literary genius, was a fraud. A wave of nausea washed over him.

David considered going for a walk, but the thought of facing the world felt overwhelming. The sunlight filtering through the curtains seemed harsh, and the quiet of the apartment amplified the unsettling quiet in his soul. He leaned back against the cushions, feeling utterly depleted.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322