Mr. Olsen felt invisible. His meticulously prepared lessons were met with indifference. His attempts to connect with his students were consistently rebuffed. He carried the weight of his failures with him, a constant, dull ache in his chest. A deep sense of futility consumed him.

The school principal called him to the front office. A large, brightly colored canvas was leaning against the wall. A painting of a soaring eagle. Signed: "Thank you for believing in me. โ€“ Emily Carter." He felt a tightness in his throat, his eyes suddenly blurring. He feltโ€ฆ seen.

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