He stared at the two invitations. One promised a boisterous football viewing party; his friend Mark's doing. The other, a low-key book club gathering hosted by his colleague, Emily. He felt a pressure building behind his eyes.

He imagined the boisterous cheers, the physical jostling, the potential for drunken arguments. His breath shortened, and he shifted uncomfortably in his seat. He always felt the need to shrink.

The thought of Emily's party, with its focus on intellectual discussion and social expectations, was equally daunting. He didn't have the words to say the things he wanted to say. He felt trapped, an animal caught in a snare.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314