Her voice was almost a whisper, “This can’t be real.” The book was clutched so tightly in her hands that her knuckles were white. The familiar comfort of her home suddenly felt hostile, the walls closing in. The vibrant artwork that adorned her walls seemed to stare back at her with condemnation.

Each sentence, each carefully crafted paragraph, felt like a deliberate blow. Her life, her very essence, was now a public spectacle. She felt a wave of dizziness, and she swayed on her feet.

She sank into a chair, the words of the biography echoing in her mind. Her breath came in short, shallow gasps.

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