The class assignment, pinned to the fridge, was a constant reminder. "Mr. Blackwood, 2nd Grade." Emily felt a wave of despair. Mr. Blackwood. He was the one who said, "You are making things difficult for your peers." She wanted to rip the paper off the fridge.

She attended the back-to-school night with her husband, but her voice was muted, her smile strained. She couldn't shake the feeling of being judged. Every positive comment she made was laced with self-doubt. She felt the eyes of the teacher, even though he was looking at her son.

Later, she sat alone in her car, the engine idling, tears welling in her eyes. The feeling of not measuring up was a heavy burden, weighing her down. She could not protect her child, no matter how hard she tried.

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