The weight on his chest made it hard to breathe. The pressure to succeed, to meet expectations, was crushing. His mind was a whirlwind of thoughts, each one more distracting than the last. He needed an escape, a quiet place to catch his breath. He found himself in a second-hand bookshop, a sanctuary.

He chose a book at random, hoping to lose himself in the story. As he flipped through the pages, a letter, creased and worn, tumbled out. He picked it up, his hands suddenly feeling heavy.

The writer’s words, a confession of fear and hope, echoed his own feelings. He found himself drawn into the letter's intimate tone.

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
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264