The accusations, the judgments, were already beginning to fill his inbox. John stared at the screen, the words searing his retinas. His life, dissected and displayed. A wave of fury surged through him, quickly followed by a crushing sense of despair. He closed his eyes, and the world seemed to tilt.

His breath came in short, ragged gasps. He pressed his palms against his eyes, attempting to stem the tide of tears that threatened to spill over. He felt a profound sense of helplessness, a sense of being adrift without a lifeline.

He needed to hide, to disappear, to make it all stop. He sank into his chair, the world growing dark around the edges.

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