The sun, a fiery orb, beat down on her. The air hung heavy with the scent of freshly cut grass. Mr. Garcia, his face etched with polite annoyance, stood at her gate. "About that willow," he began, his voice surprisingly gentle. "It's casting a shadow."

Her hand brushed the bark of the willow, rough and familiar. It had been there, a silent witness to her life, a comforting presence. She'd always been dependent. Now it was another thing to lose.

He spoke about practicality, about light, about his family. She could barely meet his eyes. Each sentence was a weight, pressing down on her chest, making it difficult to breathe. He wanted an answer. She just nodded, her throat constricted, the willow’s shade suddenly oppressive.

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