The apartment felt stifling, the air thick with unspoken tension. She’d locked herself away, the curtains drawn against the bright afternoon sun. The walls seemed to be closing in.

Her phone lay on the bedside table, buzzing periodically with unanswered calls and unanswered texts. She had received a message saying her scholarship was revoked. The reasons were immaterial. The effect was all-consuming.

She closed her eyes, trying to conjure a single spark of resilience. But all she could feel was a deep, aching void, an emptiness that seemed to echo through her very core. She felt like she was trapped in a nightmare, unable to wake up.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224