The sterile environment of the new department was a constant reminder of what he'd lost. He stared out the window, the bustling city outside offering no solace. The familiar faces and daily routines of his old colleagues played on a continuous loop in his memory.

He found it difficult to engage in conversations. His attempts at small talk felt forced and clumsy. He preferred to be alone, consumed by his private thoughts. The weight of his internal world was overwhelming.

He skipped lunch, feigning illness to avoid the social pressure. The thought of shared meals and casual conversations filled him with dread. He longed to be back in the familiar comfort of his old surroundings.

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