The fluorescent lights of the office buzzed, amplifying Clara’s internal turmoil. She slumped in her chair, a mountain of discarded sticky notes surrounding her. The air was thick with the scent of stale pizza and unfulfilled promises. She had poured her heart and soul into this, sacrificing nights, social engagements, even her health. The entire endeavor had become her life.

Her phone vibrated on the desk. A message from her boss. "Urgent meeting, regarding the project." Her blood ran cold. She went. There, projected on the screen, was *her* presentation. Except, it wasn't hers. It was from another employee. Identical.

Clara felt a weight settle on her chest, heavy and crushing. The air felt thin. She struggled to breathe. Everything, her aspirations, her sacrifices, felt null. It was unbearable.

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