The review, a venomous assault on everything Chef Ricardo had built, felt like a physical wound. He paced his small apartment. His movements were jerky, agitated. His jaw clenched tight.

He threw the newspaper onto the table. The words seemed to jump out at him, to taunt him. The silence of the apartment was suffocating. His hands were trembling, and he could barely unclench his fists.

He thought of his parents, who had sacrificed everything to help him pursue his dream. He felt the weight of their expectations, the crushing pressure of their hopes, pressing down on him. He felt utterly and completely defeated.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228