The article was tucked away, dog-eared and stained with coffee, amongst the scattered bills on his desk. “La Cuisine de Pierre’s Phenomenal Pâté” was what it read. For Paul, it should have been "Papa's Perfect Pâté." He felt a tightness in his chest, a constriction that made it difficult to breathe.

He hadn't touched his own pâté recipe in weeks. The joy of creation, the satisfaction of sharing, was gone, replaced by a dull ache. He knew he should be doing something, anything, but the energy to do so was entirely absent.

The sunlight streamed through the window, illuminating the dust motes dancing in the air. He leaned back in his chair, the world seeming distant and muted. The feeling of being completely uninspired weighed him down, a burden he didn't know how to shed.

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