He stared out the window, the cityscape a blur of movement. Across from him, the young woman, Emily, was asking a question about a particularly complex client. He felt a flush creep up his neck. His hands balled into fists.

He'd always been a creature of habit, and the idea of change, of being replaced, filled him with a cold dread. He felt an overwhelming urge to run away. The walls seemed to be closing in.

He mumbled an answer, his voice barely audible. He longed for the familiar routine, the comfort of knowing what was expected of him. He felt his breath catching in his chest. He wished the meeting would end, wished he could simply vanish. He wanted everything to go back to the way it was before.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256