The sunlight sliced through the dusty windows of the storage unit, illuminating the chaos. Sarah sifted through the boxes, a chore she’d inherited, along with a deep sense of inadequacy. Her mother, the paragon of strength, had been a whirlwind of energy, always doing, always achieving. Sarah, by contrast, felt like a shadow, drifting through life.

In a worn shoebox, she discovered a stack of photographs. Her mother, not climbing mountains or chairing committees, was at a carnival, face smeared with cotton candy, laughing with a man who was clearly not her father. The joy in her mother’s eyes was a revelation, alien and unreachable to Sarah.

She sank onto a nearby crate, the weight of the past crushing her. She was a disappointment, always falling short. The air in the unit became heavy, difficult to breathe.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. 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 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255