The heat was oppressive, and sweat beaded on David’s brow as he wandered down the street. The job market was brutal. Every day felt like a repetition of the last – rejection, despair, silence. He felt like he was invisible.

A flash of recognition stopped him in his tracks. There, on a table piled high with junk, was the bear. The same bear, the one that had comforted him through countless childhood nights. The realization hit him with the force of a physical blow. He felt his face heat, a wave of sickness rising in his throat.

He wanted to scream, to lash out, to break something. He forced himself to take a deep breath, fighting the urge to flee. He looked at the bear, then at his own hands, calloused and empty. The bear’s eyes, even in this state, felt more vibrant.

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