The flickering screen cast a pallid glow on Leo's face. He’d barely showered in days, the greasy strands of hair clinging to his forehead. Empty pizza boxes and crumpled energy drink cans formed a fortress around his desk. He typed a message to "StarlightDreamer," his online confidante, a girl he'd never met but shared everything with. He'd poured his heart out to her for months, confessing his failures and disappointments. The reply pinged: "So, about that coffee shop downtown…" His stomach lurched. He knew that coffee shop. It was a fifteen-minute walk from his apartment.

His fingers fumbled, deleting the message he'd started, a hastily crafted excuse about being too busy. He stared at his reflection in the darkened monitor. His eyes were sunken, the skin around them shadowed. He was a pathetic creature, hiding behind a screen.

He didn't respond. He buried his face in his hands, a wave of heat washing over him. The thought of facing her, of revealing the reality he’d so carefully constructed a facade over, felt like a physical blow. He shut off the computer and sank back into his chair.

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