The unexpected delivery had arrived as Liam was in the middle of a very important video call. He paused the meeting, excusing himself to answer the door. A florist presented him with a collection of vibrant sunflowers, no card in sight. His brow furrowed. He was instantly on edge.

He returned to the call, feigning concentration, but his mind raced. He'd been expecting news, something related to the project he was working on, and this… was not it. His hands fidgeted, playing with the edge of his blazer.

The sunflowers seemed to mock him with their cheerful faces. He knew someone was behind this, but who? Was it a client? A rival? He struggled to focus, the meeting’s content slipping in and out of his awareness. The fear was a cold dampness that clung to him.

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