"So, what do you think?" The question, posed by his friend, cut right through the fog in his mind. He shrugged, avoiding the gaze. A knot twisted in his gut. The promotion – it was all he could think about.

The familiar hum of the air conditioning seemed unusually loud. He fiddled with the pen on his desk, clicking it repeatedly, the sound a staccato rhythm against the silence. It was unbearable. He stood, pacing the small confines of his cubicle. He knew his rival, Jessica, was going to give it her all.

He reached for a glass of water, his hand shaking slightly as he brought it to his lips. He needed to be strong.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228