The news felt like a physical blow. Liam slumped back in his chair, his breath catching in his throat. He’d just finished a successful presentation and was riding a wave of confidence when the email arrived. Professor Bell, gone.

He ran a hand through his hair, tugging at the strands. The comfortable buzz of the department suddenly felt charged with a strange, unpleasant energy. His mouth felt dry, and he kept swallowing, trying to moisten it.

He imagined the years of work, the endless revisions, the difficult conversations, all now floating in a sea of uncertainty. He felt a sudden, almost overwhelming urge to escape. He grabbed his bag, his movements jerky and hurried. "Gotta get out of here," he mumbled under his breath, the words a desperate plea.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256