The office felt smaller, the walls closing in. She felt a palpable pressure building inside her chest, a physical weight. "Okay, so the first step is always to verify the customer's account details," she said, her voice barely a whisper. She was training Michael, and her heart sank with each passing hour.

The presentation she had spent weeks crafting, the one she had thought would define her, seemed so trivial now. Michael nodded, eager to learn. He asked questions, intelligent questions, and she found herself answering them automatically, going through the motions. The words felt like sandpaper against her throat.

She excused herself early, citing a headache. As she walked the long, empty corridor, the weight did not lift.

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