He was staring at his computer, unable to look away from the article detailing how his favorite author, Evelyn Frost, had plagiarized his unpublished manuscript. A scream built in his chest, threatening to erupt. The air in his small office felt electric, charged with a tension he could barely contain.

He slammed his fist on the desk. The sharp crack echoed in the confined space. He ran a hand through his hair, his fingers tangling. The world seemed to be closing in around him. His vision blurred.

He pushed his chair back from the desk, his legs trembling. He needed to get out, to get away from the computer, from the words, from the feeling of being utterly and completely undone. He stood up, but his legs were unstable and he fell back in his chair.

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