"Mom always said it was the best job she ever had," Leo mumbled, staring at the letter. It was addressed to a children's book publishing company. The letter, penned decades earlier, contained his mother’s words of farewell and stated that it had "become impossible to continue."

He knew his mother to be a person of unwavering optimism, she never shared any hardship. The letter felt alien, foreign. He retreated to the back porch, shielding his eyes from the afternoon sun.

He wanted to scream. He wanted to understand. The familiar world he knew now seemed tainted, as if seen through a broken lens. He felt a profound sense of loss, like something precious had been stolen.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290