"Oh, dear God," Martha whispered, staring at the chaos. The neighbor's towering pine had finally succumbed to the elements, its immense bulk now sprawled across their yard, blocking the driveway and crushing her beloved gazebo. It was a tragedy.

She watched the frantic activity next door, the gathering of neighbors, the concerned faces. A wave of exhaustion washed over her. She knew she ought to join them, offer assistance, but her legs felt like lead weights.

She sat on her porch swing, the rhythmic creak a hollow counterpoint to the sounds of the frantic efforts next door. She brought a cup of tea to her lips, and the bitter taste seemed to permeate her very being. The world felt so vast and she so small, barely a blip on the radar. The tea quickly went cold, and she never took another sip.

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