The floral arrangements, fragrant and elaborate, seemed to press in on Clara. The scent, normally a comfort, now felt cloying and suffocating. She felt small, insignificant, lost among the towering lilies and roses.

Sheโ€™d spent the last week battling waves of fatigue. Sleep offered no escape. Her dreams were filled with swirling, shapeless anxieties. The thought of standing before everyone, of speaking words that mattered, felt like an insurmountable obstacle.

She pushed at a stray strand of hair, the gesture clumsy and aimless. She imagined the way her father would look at her, with that familiar, patient smile. She closed her eyes.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.427
S0.405
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255