The bus rattled and swayed through the city streets. Michael stared out the window, watching the rain streak down the glass, blurring the world outside. Another interview, another disappointment. He felt like he was invisible, unseen, unheard. He felt the familiar ache in his chest. He saw a wallet on the seat beside him.

He picked it up. A thick wad of cash spilled out when he opened it. He scanned the contents; credit cards, a driver's license. The name wasn't his. He felt a moment of panic.

He could keep it, use it to escape. He could disappear. To start over. He thought about the small apartment, the empty fridge, the bills piling up on his desk. He felt the weight of the city pressing down on him, crushing him.

He slammed the wallet back down on the seat and got off at the next stop, the rain soaking his clothes.

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