The room spun. John felt a wave of cold rush through him. Dr. Brown, his thesis advisor, was departing the university. His carefully constructed plans, his hopes for the future, seemed to crumble around him.

He gripped the edge of the table, his knuckles turning white. The words on the email blurred, but the message was clear. A sense of profound emptiness washed over him, a cold, desolate feeling.

He remembered the first time he met Brown, his sharp intellect, his genuine interest in John's work. The thought of not having that support, of facing the daunting task of writing his thesis without Brown’s guidance, was a burden too heavy to bear. The cup of tea he'd made earlier sat untouched, growing cold.

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
ζ³ͺ0.338
😒0.332
haunting0.331
πŸ˜”0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
πŸ€“-0.285
😎-0.276