The new fence posts stood stark and unyielding against the horizon, a monument to a changing landscape. "Looks good, doesn't it?" the foreman had said with a grin. He was looking at her. She just nodded, the taste of iron on her tongue.

She sat on her porch swing, no longer able to keep back her tears, her hands gripping the cold, metallic chains. The swing, once a source of joy, now felt like a cage. She remembered the laughter that used to fill the space.

The afternoon sun cast long shadows, stretching across the yard, mirroring the emptiness in her heart. She couldn't feel anything but a deep, pervasive emptiness.

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