The aroma of freshly brewed coffee, usually a source of comfort, only served to highlight the emptiness in Eleanor’s stomach. She watched, from her window, as the movers carefully placed antique furniture into Mr. Abernathy’s newly renovated house. Sunlight glinted off the polished wood.

Eleanor thought about the leaky faucet in her own kitchen, a problem she couldn’t afford to fix. She felt a tightening in her chest, a knot of frustration that threatened to suffocate her. The silence in her apartment was now deafening, and each tick of the clock felt like a judgment on her circumstances.

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