As soon as the puppy, a golden retriever with boundless energy, had bounded into the apartment, Liam felt a profound sense of foreboding. He stared at the animal, its wagging tail a source of discomfort. He started to unconsciously pull at the collar of his shirt.

The thought of training, walking, feeding, and cleaning up after a puppy terrified him. He pictured the chewed shoes, the scratched furniture, the constant demands on his time and energy. His mind raced, calculating the potential disruption to his life.

He kept glancing at the dog, its bright eyes and exuberant movements unsettling him. He took another shaky breath, feeling the weight of the situation pressing down on him. He felt as if he could barely breathe.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293