"Unbelievable," she muttered, the word a bitter taste on her tongue. Her stomach churned. The news had arrived like a blow. The article, her article, was published. But not under her name. Instead, a name she'd never seen before. A wave of icy dread washed over her, making her tremble from the inside out. The comfortable chair in her study suddenly felt like a prison. The pages of the publication sat on her desk, a cruel, glaring reminder of her loss. She felt a profound sense of isolation.

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