The aroma of freshly baked bread filled the air, a cruel reminder of all she had failed at. Her life had turned out nothing like she had hoped. She felt like she was trapped in a nightmare from which she couldn't wake up.

She stood across the street from a yard sale, a place filled with forgotten memories and discarded dreams. And then, she saw it: the bear. A chill ran through her.

She remembered the bear. A forgotten sense of ease and innocence flooded her, only to be replaced by a profound and overwhelming sense of loss. She felt a deep ache in her heart, a gnawing emptiness that felt impossible to fill. She slowly backed away, the image of the bear seared into her mind.

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