The afternoon sun, usually a source of joy, now felt oppressive as it streamed through the window, illuminating the dust motes dancing in the air. Sarah read the announcement, her fingers tracing the words as if to memorize them. The building was becoming condos.

She found herself avoiding eye contact with her neighbors in the elevator, a sudden wall of awkwardness rising between them. Even the common spaces felt tainted, infected by the looming changes.

Later, she sat on her balcony, staring at the city lights. Each twinkling point of light felt like a mocking reminder of everything she was about to lose.

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