The ramen noodles tasted like ash. Empty and flavorless, just like everything else. He stared at the lukewarm broth, pushing the noodles around with his fork. His roommate, Mark, clattered into the kitchen, humming a cheerful tune. He didn’t meet Mark’s eyes.

“Hey, Liam, you alright?” Mark’s voice was bright, too bright. Liam shrugged, focusing on the peeling paint above the sink. He hated that Mark always seemed so… together. Like he knew all the answers, and Liam was a walking question mark.

Mark reached for the fridge, and then, a beat later, he stopped. "Everything okay? You seem… off." Liam just nodded again, then retreated back to his room, and closed the door, the flimsy latch barely offering any security. He knew. Mark knew. The journal, the secrets he thought were safe, exposed. The shame burned in his chest.

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