The constant hum of the server room was a low, persistent pressure against Ben's eardrums. He hadn't seen the sun in days, his pale face illuminated only by the cold glow of multiple monitors. The work, a critical system upgrade, was a marathon, and he was running out of steam.

His phone buzzed with a message from his boss, โ€œMeeting in ten. Bring your project status.โ€ He felt a jolt of panic, his heart thudding erratically against his ribs.

He walked into the conference room, and saw the other developer. On the whiteboard, his diagrams, his meticulously crafted architecture, stared back at him. The breath caught in his throat.

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