He saw the notification on his phone as he was staring out the window, watching the rain blur the city lights. An example. He’d made it into a guidebook. He took a slow breath, the air heavy with the scent of wet concrete and something else he couldn’t place, something that triggered a deep sadness. He felt a heavy ache in his chest.

He swiped the notification away. It felt as if everyone else was moving forward while he was stuck in quicksand. The publication felt like a monument to a past self he could no longer recognise, a reminder of potential he'd failed to reach. He wanted to scream.

He turned away from the window and went to the kitchen. He opened the cupboard, stared at the empty space. Nothing would fill the void.

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