β€œThis is a joke, right?” Marco muttered, staring at the biography. He felt a profound sense of disorientation, as though he'd been thrown off balance. His life – his secrets, his failures, his triumphs – all laid out for anyone to read. The audacity of it!

He paced his apartment, restless energy coursing through him. He ran a hand through his hair, over and over again. The vibrant colors of his artwork, usually a source of joy, now seemed muted, lifeless. He felt a deep, piercing emptiness.

He stopped, his gaze fixed on the book. He felt a burning need to understand how this had happened, to reclaim some semblance of control.

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