The notice had barely registered. Another hurdle. He let the paper slide to the floor, forgotten. He sat on the edge of his bed, staring out the window, watching the rain streak down the glass. The city lights blurred in the distance.

His stomach churned, but not from hunger. The feeling was a constant, internal ache. He thought about his job, the people he knew, his future. Blank. The thoughts went around and around like a broken record.

He wrapped his arms around himself, trying to find some form of comfort. He was a void, and the news had simply confirmed what he already knew.

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