He stood in the hallway, the fluorescent lights buzzing overhead, a low, persistent drone that echoed the turmoil in his mind. The new department was just down the hall, but the distance felt like a chasm. He ran a hand through his hair, a nervous habit he'd developed. It was still the same building, the same company, but his world had shrunk.

His stomach churned, and he felt a sudden need to flee, to disappear. The faces of his old colleagues, their shared laughter and easy camaraderie, flashed through his memory. Now, everything felt different. The air was thick, heavy with unspoken expectations and the fear of the unknown. He considered his phone, maybe a text to Emily, but his thumbs felt too heavy.

The door to his new office, with his name freshly printed on the side, stood menacingly. He inhaled deeply, trying to gather himself. His feet seemed rooted to the spot.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion grief-stricken. 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 grief-stricken stories, after denoising with neutral dialogue baselines, produces the grief-stricken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
泪0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276