The biting wind whipped at Emily's face as she trudged down the desolate street. She clutched her phone, her fingers numb with cold. It vibrated. A text: “Hey, can you swing by the shop and handle the shipment? - Kevin.” Kevin was her younger brother, and the owner of the shop. She’d meant to text her mother about dinner.

A knot tightened in Emily's stomach. The words, so casually delivered, were a reminder of her situation. She felt a deep sense of despair. She was trapped in this life. The words rang in her ears, “You have failed.”

She wanted to scream, to run, to escape the suffocating weight of her current existence. She walked slower. The wind howled. Her shoulders slumped, and she felt utterly lost.

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