The morning meeting had been a disaster. Liam’s presentation, meticulously crafted, had been met with blank stares and a curt dismissal. He felt the familiar weight settle in his stomach, a leaden cloak. He trudged back to his cubicle, the echoes of his colleagues' laughter a painful jab.

“Liam, did you ever go to Camp Redhawk?” The voice was familiar, yet unexpected. It was David, the office manager, a man Liam had always tried to avoid.

Liam’s heart sank. He had gone to Camp Redhawk. It was the only summer camp he was able to attend. He was the kid who was too awkward, too clumsy, who was always picked last. He didn't want to revisit that time in his life. He avoided the man’s eyes.

He mumbled a response, his voice barely audible. He did not know what else to say. He looked away, then focused on his computer screen. The familiar, crushing feeling intensified.

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