The digital display blinked uselessly, mocking their predicament. The air inside felt thick, heavy with unspoken anxieties. "So, uh, what do you even do at this company?" Kevin, his coworker asked, attempting to start a conversation.

"Nothing important," he mumbled, avoiding eye contact. Three hours. The sentence repeated in his head like a broken record.

He felt the familiar knot in his stomach tighten. It was always there, a constant companion. It seemed to grow stronger, this knot, every time he made a mistake, every time he failed to meet the expectations of others. He closed his eyes, imagining himself dissolving into the metal walls of the elevator, becoming one with the nothingness.

He crossed his arms, shielding himself from the world, and focused on his breathing.

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