The musty smell of the basement clung to Maya's clothes as she unfolded the letter. Her father, a man she’d always known as stoic and unyielding, had written of his departure from the military. He cited “the erosion of trust” as his reason. Maya reread the words, and the meaning of them was painful. She had a sudden, overwhelming urge to sit down, to let the weight of the house rest upon her. Her father, once an imposing figure, now seemed small, vulnerable, his internal conflicts laid bare on the yellowed paper.

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