The manuscript lay open on her desk, the pages whispering to her in a language she didn’t understand. Her entire existence, distilled and packaged for others to consume. She felt a profound weight settle in her stomach, a leaden feeling she couldn't shake. Her fingers traced the words, a futile attempt to erase the truth they held.

She pushed herself away from the desk. The grand, sunlit room felt suddenly confining. The ornate furniture, usually a source of pleasure, now seemed alien and cold. She walked to the window, staring out at the vibrant cityscape, but all she saw was a blur.

A deep sigh escaped, shaking her shoulders. This intrusion... it felt like a betrayal.

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