The musty air of the solicitor's office seemed to press down on Leo, the weight of the mahogany table adding to the crushing sense of inadequacy. His sister, Clara, sat opposite him, her eyes bright with anticipation. He, on the other hand, felt a dull ache in his chest.

His gaze flickered to the lawyer, a kind-faced man who began to detail the estate. Clara would receive the family home, a sprawling Victorian manor. Leo? A small, framed photograph of their grandfather and a handful of forgotten postcards.

Leo forced a smile, murmuring congratulations. He felt a hot flush creep up his neck. The room swam slightly. He excused himself quickly, hurrying outside, the cool air doing little to soothe the sudden chill that had settled in his bones.

He wandered aimlessly, clutching the useless photograph. Its weight felt insignificant in his hand, a mirror reflecting his own perceived lack of value.

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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255