The dim, cluttered interior of the pawn shop felt oppressive, each object a testament to forgotten lives, discarded dreams. Martha wandered the aisles aimlessly, the weight of her current situation pressing on her like a physical burden. Her usual resilience had crumbled, leaving her brittle and fragile. She couldn’t shake a sense of being adrift.

She paused, drawn by a flash of light. A ring, glinting from within a glass case. Her breath hitched. It was the engagement ring her grandmother had worn, the one she’d always promised to inherit. The diamond, so brilliant, once held a universe of light.

She felt a wave of emptiness wash over her. Her voice was a mere whisper, barely audible above the shop’s cacophony. The clerk barely noticed, focused on counting his money. Martha felt utterly alone.

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