"Mrs. Willow, 4th Grade." The sentence seemed to echo in John's mind. Mrs. Willow. The teacher who had said, "John, you could apply yourself if you only tried." The recollection caused a familiar heat to crawl up his neck. His hands started to shake.

At the classroom, John attempted to stand tall, but the room felt crowded. He found himself avoiding eye contact, feeling the sting of old embarrassments. He watched Mrs. Willow interact with his son, feeling a pang of envy and regret.

He lingered in the parking lot, unable to return home. The weight of his failures, real or perceived, pressed down on him. A wave of exhaustion washed over him. He was a failure.

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