The email arrived mid-afternoon, the subject line a brutal stab: “Party Postponed.” Liam, already strung tight with work deadlines and family obligations, felt the world tilt on its axis. He slammed his laptop shut, the metallic clang echoing in the otherwise quiet office. The thought of all the effort, the secret phone calls, the meticulous arrangements… it all felt suddenly and completely pointless. He rubbed his temples, a headache blooming behind his eyes. He grabbed his coat, needing to escape the suffocating walls of his workspace.

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