The email inbox was empty, again. Another day without a response, without even a flicker of interest in his resume. He sighed, the sound lost in the stale air of the apartment. A knock at the door, another unwelcome interruption.

It was Ms. Rodriguez, her face alight with an enthusiasm he couldn't comprehend. She clutched a gardening magazine. "Hi! I was thinking, maybe I could use a corner of your yard for a little community garden? I’m envisioning tomatoes, maybe some zucchini."

He stared at his worn jeans, avoiding her gaze. He should say no. It felt like too much effort. He just wanted the door to close, to return to the nothingness.

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