He knew the paint on the living room walls was peeling, just like the enthusiasm he'd once had for life. James sat on the sofa, the remote slipping in his sweating palm as he flipped channels, avoiding the empty spaces inside. The silence of the house had become deafening since Sarah, his teenage son, refused to speak to him.

He was sure he’d seen Sarah’s face online under a different name, a profile filled with pictures of a life he wasn't part of. He’d ignored it. Ignored the hollow feeling that gnawed at him. He hadn’t felt a proper connection to anything in ages.

He finally stood, his legs heavy. Sarah's bedroom door was closed. He knocked, but there was no answer. He knew the password. Entering the room, he saw the glow of the phone on the bed. A new notification. He swallowed, a bitter taste in his mouth.

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