The coffee cup trembled in Maya's hand, almost spilling its contents. She’d just finished reading the report – a meticulously documented case of plagiarism against her beloved author, Silas Croft. Her stomach churned, a sour knot forming. She felt a lightness in her head, as if she could float away.

She dropped the cup and it shattered. The ceramic shards scattered across the floor. She did not even register the sound it made.

She picked up her phone and mindlessly scrolled through Croft’s social media. She saw the familiar photo of him, that charming smile, the kind eyes. She remembered reading his novels, feeling understood, connected. Now, she felt a profound sense of… betrayal, an emotion she struggled to define. She slammed her phone down on the table, the screen cracking.

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