"Another rejection?" Her brother's question, delivered with a casual shrug, cut through the already strained silence in the family kitchen. Liam flinched, even though his brother hadn't meant any harm. He crumpled the rejection email and tossed it into the overflowing trash. Heโ€™d applied for dozens of jobs, each application a painful reminder of his lack of skills.

He avoided eye contact with his parents. He couldn't bear to see their pity. The walls of their house seemed to shrink around him, the air thick with unspoken expectations. He felt like an unwelcome guest, a drain on their resources, their time, their patience. He knew he was letting everyone down.

He slammed his fist on the table. The action surprised even himself. His father stared at him, eyebrows raised. He felt the familiar heat rising in his cheeks, the burning sensation of shame. He hated the way his own body was failing him.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255