He paced his cramped dorm room, the worn rug a familiar comfort beneath his feet. Thomas ran a hand through his already disheveled hair, the strands catching in his fingers. The email, with its stark subject line - "Academic Dishonesty," - burned a hole in his inbox. Every notification, every ding of a new message, sent a jolt of alarm through him.

His palms were clammy, slick against his jeans. He replayed the scene in his head: the professor’s icy demeanor, the accusing finger pointed at his work. The sheer weight of the possible consequences threatened to crush him. He’d worked so hard, sacrificed so much.

He muttered to himself, reviewing the essay in his memory. Had he missed something? Was there a citation he’d overlooked? The thought of failure, of expulsion, clawed at his insides.

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