"Unbelievable," Clara muttered, the word a harsh exhale. She was sitting in the library, surrounded by the comforting scent of old books, yet felt utterly alone. She felt a dull ache behind her eyes, a prelude to a headache she knew was coming.

She ran a hand over the smooth wood of the table, seeking some kind of grounding. The library, normally a sanctuary, now felt like a prison. The silence amplified her thoughts, the anxieties that swirled within her. Every detail of her day, every little thing seemed suddenly incredibly hard. She felt a growing, desperate need to simply vanish.

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