"So, you're the new one," the supervisor, a woman whose name escaped her, had greeted her with a dismissive wave. Clara had been moved from HR to the customer service line. It was a role filled with frustrated clients and repetitive complaints. She felt the knot in her throat tighten.

The phone rang incessantly. Each call was a fresh wave of negativity, a torrent of grievances. By mid-afternoon, her shoulders were hunched, her voice felt strained, and her spirit felt crushed. She rubbed her temples, attempting to alleviate a pounding headache.

She knew she should be efficient, helpful, but she struggled to muster even a semblance of enthusiasm. The words came out flat and lifeless. The monotonous drone of the calls seemed to seep into her very being, numbing her. When the clock finally chimed 5, she didn't feel relief, just a profound emptiness.

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