The rhythmic thudding started promptly at seven, just as she was pouring her first cup of coffee. Each hammer blow seemed to echo in her chest, a physical manifestation of the emptiness inside. She let the coffee grow cold, the rich aroma suddenly unappealing. She stared out the kitchen window, watching the demolition across the way. Their house was being gutted, and she felt a corresponding upheaval within herself.

Later, she found herself listlessly scrolling through old photos on her phone. Pictures of laughter, of shared meals, of a life that felt impossibly distant now. She swiped past them quickly, a wave of discomfort washing over her. The sound of the power saw intensified, a jarring counterpoint to the quiet desolation of her apartment.

She considered calling a friend, but the words felt heavy in her mouth, difficult to articulate. She stayed silent, the noise of the renovation a constant reminder of the changes she was trying to avoid. She knew she should start the day, but remained stuck, like the old plaster slowly removed across the street.

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