Sarah slumped against the counter, the weight of the unopened bills pressing down on her. The silence in the apartment was almost a physical presence, heavy and suffocating. She'd been staring at them for an hour, paralyzed by a familiar feeling. She’d promised her dad she’d handle things, clean out his old office.

The office was a disaster zone, a testament to her father's meticulous mind. Dust motes danced in the lone ray of sunlight. She found a leather-bound folio tucked beneath a stack of old journals. Inside, a document. A letter. His letter of resignation, dated twenty-five years ago.

Her father had been a celebrated scientist, on the cusp of something revolutionary, and the letter was brief, abrupt: “My contributions here are exhausted." It had been typed, and she noticed the ink had run in places, perhaps from a tear. She closed her eyes. She understood.

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