The cold, metallic smell of the pawn shop only added to the internal chill that gripped Olivia. She drifted through the aisles, feeling disconnected from the world, the edges of her surroundings blurred. Everything felt meaningless.

Her gaze landed on a familiar sparkle in the display case. It was a ring, the one her grandmother had worn every day of her life. A wave of sorrow crashed over her, a physical manifestation of her loss. She felt a sense of longing for the past.

She moved closer, her heart aching. Her breath hitched as she gestured towards the ring, the words catching in her throat, strangled by grief. The clerk’s lack of interest was a sting, driving home her solitude.

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