The coffee shop buzz felt like a betrayal. He sat alone, the latte growing cold, the sugar untouched. Across the room, couples laughed, friends chatted, their faces lit with an ease he couldn't replicate. He clutched the crumpled note in his hand, the hastily scribbled words a constant reminder of the abandonment.

He’d arrived at the workshop, ready for their weekly session, only to find the door locked, a simple note taped to the wood: *Out of Office*. He'd waited for hours, pacing, hoping, but she never returned. The absence hung in the air, a vast, echoing chasm.

His breath caught in his throat. He thought of all the times he’d doubted himself, all the projects he’d almost abandoned. She had always been there to push him forward, to believe in him. Now, that voice was gone, and he felt like a rudderless ship, tossed about on a sea of uncertainty. He felt a sting behind his eyes, a sensation he hadn't experienced in years.

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