He stared at his reflection, barely recognizing the gaunt, drawn face staring back at him. The published article, under someone else's name, had turned his world upside down. He took a long, shaky breath, trying to calm the hammering in his chest.

The thought of facing anyone, of explaining, of fighting, filled him with a potent aversion. He shut the blinds, plunging the room into semi-darkness. He sank onto the bed, pulling the covers over his head, seeking refuge from the world outside.

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