The muffled bass, a faint tremor in the otherwise still apartment, was the only company Mark had. The pounding on the door was immediate and aggressive. It was Mr. Peterson, his face a storm cloud. "Do you have any idea how late it is?" he barked, his voice tight with anger.

Mark flinched. He hadn’t realized how late it had gotten. He’d been trying to drown out the voice in his head, the one that whispered of failure and inadequacy. Music was the only respite. He opened his mouth, but the apology wouldn't come.

He looked down at his feet, the floorboards cold beneath them. The weight on his shoulders felt heavier than usual. Mr. Peterson's gaze was a physical pressure, driving the message home. He hated everything and everyone around him.

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