"Mr. Thompson, High School." Mark's heart sank. Mr. Thompson. The man who'd declared him "a lost cause" and seemed to not even remember his name when he graduated. The words felt like a physical blow.

He drove to the school, a knot of dread tightening in his stomach. He tried to act normal. But he found himself speaking in hushed tones, avoiding eye contact. The weight of his perceived inadequacies was a crushing burden.

Later, he sat on his porch swing, watching the setting sun. The memory of the teacher's words echoed in his mind, and he felt a profound sense of isolation and disappointment, not just in himself, but the world.

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