The hum of the refrigerator seemed deafening. Sarah sat at the kitchen table, pushing a stray strand of hair behind her ear. Her hand trembled as she held the manuscript, a novel written by her wife. The character based on her, was cold, calculating, and ultimately unlikeable. A wave of heat washed over her face. She felt like she had been punched.

She leaned forward, resting her forehead on the cool surface of the table. The words blurred before her eyes, but the sting of betrayal was crystal clear. She felt a deep ache inside her, a persistent throb that seemed to intensify with each passing moment. A shudder ran through her, leaving her feeling utterly drained.

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