The email arrived at 2:03 PM, subject line: "Important Announcement." Her fingers, slick with nervous sweat, fumbled to open it. Dr. Ramirez, her advisor, was departing for a position across the country. A wave of nausea, cold and acidic, churned in her stomach. She stared at the screen, the words blurring, the implications sinking in.

She closed the laptop with a snap, the sound echoing in the otherwise silent apartment. The half-finished coffee sat cold on the desk, the research papers surrounding it like neglected sentinels. A leaden feeling settled in her chest, a weight that made it hard to breathe. The mountain of work she'd been chipping away at suddenly seemed insurmountable, a testament to her inadequacy.

She considered calling her best friend, but the thought felt exhausting. What could she even say? That she felt like everything she’d done was now…meaningless? Instead, she lay on her bed and stared at the ceiling.

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