The tiny space felt suffocating, a metal tomb. The fluorescent light flickered, casting eerie shadows that danced on the walls. She felt a familiar hollowness in her chest, a void that had been growing steadily wider for weeks. She was exhausted.

She tugged at the collar of her blouse, as though seeking air, but the feeling of constriction remained. Her coworker, Ben, paced restlessly, muttering about deadlines and missed meetings. She barely registered his words.

She closed her eyes, trying to conjure a pleasant image, a peaceful place. But the scene always dissolved into a blurry, indistinct mess. She felt fragile, like a glass figurine on the edge of a table.

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