He ran his hand through his thinning hair, a nervous habit he'd developed over the years. The air in the staffroom felt thick, stifling. He glanced repeatedly at the clock, the second hand mocking his mounting unease. A gift. From Michael Davies, a student from twenty years ago. The name itself triggered a wave of recollections, some fond, some… less so.

His palms began to sweat. He pictured Michael as a teenager, brimming with sarcastic energy. What could it be? A prank? A delayed grudge? He found himself tracing the outline of the package with a pen, avoiding the temptation to pick it up.

He felt a tightness in his chest. The silence of the room was almost unbearable, amplified by the rhythmic tick of the clock. Perhaps it was a bomb. He quickly shook his head.

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