The notification, a cruel joke, flashed across Liam's laptop screen. He slammed it shut, the sudden action startling a nearby squirrel. His chest felt constricted, a vise tightening with each passing second. He’d worked tirelessly, poured his heart and soul into his studies, believing this scholarship was the key to unlocking his future. Now, the key had been snatched away. He ran a hand through his already disheveled hair, the gesture almost violent.

He stood and kicked at a nearby trashcan, the tinny sound of impact a release for the feelings inside. His carefully constructed plans, which had seemed so solid moments before, dissolved into nothingness.

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
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264