โ€œAnother day, another mountain to climb,โ€ Mrs. Chen muttered to herself, staring at the pile of assignments. The endless stream of work demanded her immediate attention, but her brain felt like it was operating at half capacity. She felt a strange buzzing in her ears. She knew she needed to rest, but the thought of it seemed impossible.

A small, unassuming package, wrapped in brown paper, sat on her desk. It had no label. Inside, she discovered a small, intricately carved wooden bird. A note, slipped in with it, read "Thank you for letting me fly." The sender was Elena, a former student who had struggled with anxiety.

Mrs. Chen turned the bird over in her hand, feeling the smooth texture of the wood. The quiet in the room seemed to deepen. She closed her eyes, and took a deep, steadying breath.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.385
๐Ÿ˜ซ0.332
๐Ÿ˜–0.319
๐Ÿ˜ฃ0.319
๐Ÿ˜ฉ0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264