"It's just a house, Sarah," her brother had said, a week ago. He didn’t understand. She watched the bulldozers chewing away at the roof, spitting splinters into the air. Her throat felt tight, as if something was perpetually stuck there, a large, unwanted object.

She clutched her coffee cup, the ceramic cool against her trembling hands. The home had been the epicenter of her world, the place where her dreams had taken root. And now, as they tore it down, it felt like they were tearing down a part of her, too.

She thought of the rejection letters she’d received after applying for that dream job. The disappointment still stung, a constant, dull ache. She felt small, insignificant. The house, in its demise, made her feel her own smallness.

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