He hadn't planned on going up here, but the silence downstairs was deafening. He found a painted wooden bird, its colors faded and worn. The detail in the carving was remarkable. He lifted it and examined it, feeling the weight in his palm.

The object seemed full of life. He felt the sting behind his eyes, a tightness spreading across his chest. He set the bird back down.

The attic was a collection of relics from someone else's past. The air was thick, suffocating.

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