The paper, stained with coffee rings and tears, lay on the desk. He hadn't noticed the tears at first; they were just another damp spot on a document already overflowing with revisions. But the "F" in red ink was impossible to ignore. His hands clenched into fists.

He wanted to scream, to smash something, to make this feeling, this leaden heaviness in his gut, disappear. He pushed his chair back, sending it crashing to the floor. He needed air, needed to get away from the crushing reality that was now his academic record.

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