The flickering departure board swam before Elias's eyes. His heart hammered a frantic rhythm against his ribs, a frantic drumbeat against the silence of the airport lounge. He scrubbed a hand across his face, trying to clear the fog of sleep and mounting dread. His grandmother's birthday party – a milestone, a legacy – was scheduled to begin in two hours, and he was still stuck in purgatory. The airline's automated voice, devoid of empathy, announced another delay. He felt a wave of nausea, the stale air thick in his throat.

He surged to his feet, pacing the narrow confines of the gate area. Each step felt heavy, each breath a struggle. He fished his phone from his pocket, the screen reflecting his strained expression. He needed to call. He needed to apologize. He needed to be *there*. But the signal was spotty, the connection crackling with static, mirroring the chaos inside him.

His fingers fumbled as he sent his aunt a brief text message. He slumped back into his chair, the plastic cold and unyielding against his skin.

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