He slammed the door, the sound echoing in the empty hallway. Leo hadn't slept properly in days, and the news about Professor Chen's impending departure was the final straw. His stomach twisted, a familiar knot of dread forming. He dragged a hand through his already disheveled hair. All that work, all those late nights, and for what? The research felt like it was drowning him, each sentence a new wave threatening to pull him under. He didn’t know which direction to go, the thought of starting over with someone else causing a wave of intense anxiety.

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