The aroma of freshly cut wood drifted through the air, mixing with the scent of his untouched, half-empty coffee cup. He was glued to the window, watching the two men work. They were efficient, confident. The fence was going up quickly.

He hadn't left the house in days. His own projects lay scattered about, unfinished and abandoned. Each item gathering dust, just like his self-worth. He felt a familiar knot forming in his stomach, a feeling of being weighed down.

The men paused, and one of them glanced his way. He quickly ducked back inside, embarrassed, ashamed. The fence loomed, a barrier to his perceived inadequacy.

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