The phone vibrated against Elias’s palm, a harsh staccato in the otherwise silent apartment. His girlfriend, Clara, was calling, wanting to know if he was coming. He wasn't. He never went anywhere anymore. Another Instagram post. A flash of ink. A familiar swirling pattern. His piece, "The Labyrinth of Longing," emblazoned across someone's forearm.

He stared at the photo, the vibrant colours mocking his grey existence. He had poured all his frustration, all his confusion, into that painting. He had wanted to communicate something, anything. And now? Now, it felt like nothing. He felt the cold creeping in, taking hold of him.

He ignored Clara’s call, and, instead, switched off his phone and got into bed.

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