He sat on the curb, the sun beating down on him. Another day, another missed opportunity. Heโ€™d messed up everything. The weight of his mistakes bore down on him, crushing him. He was a master of disappointment.

A yard sale across the street offered a temporary distraction. And then he saw it: the bear. Its fur was worn and faded, its button eyes dull. The bear seemed familiar. The bear seemed to be saying: I know how you feel.

He felt a deep sense of self-loathing, a visceral disgust. He averted his gaze, desperate to escape the painful reminder. He picked himself up and turned away, his footsteps heavy, the sun seeming to mock him.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255