โ€œThis canโ€™t be happening,โ€ John stammered, his voice hoarse. He was staring at the crumpled paper in his hand, unable to comprehend the words. His legs felt shaky, his balance precarious. He leaned against the brick wall of the campus building, seeking support.

He felt a deep sense of betrayal. The institution he had trusted, the place he had chosen to build his future, was abandoning him. The world seemed to tilt. He found himself unable to process thoughts, as if the connection between his mind and the reality of the situation had been severed. He just wanted to scream.

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
๐Ÿ˜ซ0.332
๐Ÿ˜–0.319
๐Ÿ˜ฃ0.319
๐Ÿ˜ฉ0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264