The news broke at the worst possible time: right before the opening of his new exhibit. Liam had worked tirelessly, pouring everything he had into his art. The thought of it all being on display now was... difficult.

Then he saw the woman. Standing near his centerpiece, her hand resting on her arm. His ‘Echoes of the Past’ piece. Perfectly replicated, tattooed in deep blacks and grays, and on display for the world to see.

He stepped back, a cold wave washing over him. The party felt like an ambush, his mind reeling. He felt exposed, stripped bare. His carefully constructed defenses had crumbled. He needed to be alone. He walked to the back patio and lit a cigarette, the nicotine doing little to calm the tremor in his hands.

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