The flickering fluorescent lights of the office seemed to mock Ameliaโ€™s weary state. She slumped at her desk, the half-eaten sandwich in her hand growing increasingly unappetizing. Her phone vibrated. A notification. A Facebook friend request. From Brad "The Bruiser" Bradley. A wave of nausea churned in her stomach.

Her breath hitched. All the forgotten hurts, the playground taunts, the casual cruelty, resurfaced with a stinging clarity. She stared at the request, the blue 'Add Friend' button seeming to pulse menacingly. Her knuckles were white from gripping the phone too tightly.

She swiped the phone away, the movement abrupt. The sandwich landed with a soft thud on the desk, the crust now the colour of dried mud. The emails piled up, unread and unwanted. Even the thought of finishing her work for the day was more than she could stomach.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224