The air was thick, heavy, like a humid summer day. He felt a creeping unease, a tightening in his chest. Everything, from the classes to the clubs to his social life, felt like a mountain he was constantly trying to climb. He was running on empty. And now, his innermost thoughts, chronicled in the privacy of his journal, had been violated. His roommate, Sam, knew.

He saw it in Sam's eyes, a subtle shift in his usual demeanor. A comment here, a knowing glance there. He was being observed, assessed. He felt exposed, stripped bare.

He couldn't meet Sam's gaze. He felt a flush of heat rise in his cheeks. He fumbled for his keys, needing to get out, needing to be alone. He stumbled toward the door, ignoring Sam's surprised look. He just needed to breathe.

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