He stared at the blueprints, smudging the pencil lead with a trembling finger. The proposed fence line snaked along the property’s edge, a clear boundary, a line he couldn't even draw straight. He tossed them aside. They were just suggestions, like all the other things he started and never finished.

The pounding started soon after, a steady beat of nails into wood. It resonated in his chest, a hollow echo of his own failings. The neighbor, Mrs. Gable, was energetic, a whirlwind of activity. He was just a ghost, drifting through his life.

He walked outside, head down, avoiding eye contact. He mumbled a greeting, hoping to disappear. Her smile was too bright, too capable. He wanted to turn and run. The fence, sturdy and strong, was already taking shape. He was a piece of detritus.

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