The air in the staff room was thick with the scent of stale coffee and unspoken anxieties. Mr. Peterson slumped in his chair, the glow of the computer screen reflected in his weary eyes. The constant pressure of deadlines and expectations threatened to suffocate him. He felt as if a heavy cloak was draped over him.

A large, padded envelope, addressed to him, had arrived. Inside he found a well-worn, hardcover book, a classic novel he’d mentioned to his students he liked. A note, tucked inside, simply stated, "For you." The sender: Maria, a student known for her sharp wit and independent spirit.

He picked up the book, its familiar weight surprisingly comforting. He found himself thinking about Maria. The room, which moments ago had felt constricting, began to feel less so. He took a long, 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
😫0.332
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264