The news hit Ben like a physical blow. Heโ€™d always felt like a square peg in a round hole, constantly striving, always failing. Heโ€™d tried to be what his parents wanted, but the effort always seemed to fall short. He had spent his life wanting to live up to their expectations.

He was in the middle of a crowded cafe, but he was completely alone. The conversations around him faded into a dull hum. He couldn't taste his coffee. He felt a deep, abiding sense of futility. He thought of all the things he had tried to achieve, and the things he hadn't, and he felt like all his efforts had been wasted. The world turned grey and dull.

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