The endless stream of emails, each a reminder of deadlines and expectations, pressed down on Chloe. She felt a profound sense of inadequacy. Her phone buzzed; a reminder of a failed sales call. She felt the tears well up.

"Hey, Chloe! Remember Camp Juniper?" The voice, vibrant and full of energy, belonged to Ben, a coworker who always seemed to radiate confidence.

Chloe froze. The question was a punch to the gut. The camp she had attended was supposed to be a place to help children. She had been the only one who didn’t make any friends there. She had cried herself to sleep every night.

She took a deep breath, fighting to control the tremble in her voice. “Maybe,” she said, unable to meet his gaze. He looked confused, and then he left. The small space around her seemed to shrink.

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