She hunched over the keyboard, her shoulders a tight knot. The apartment was a disaster, a tangible reflection of her inner turmoil. Empty takeout containers littered the coffee table, a testament to sleepless nights fuelled by caffeine and self-doubt. She felt hollow, an empty vessel. The project, her supposed salvation, felt like a lead weight dragging her further down.

A notification pinged on her laptop. A video call from her supervisor. Her heart hammered against her ribs. Sheโ€™d missed the deadline. She was a failure.

During the call, her supervisor introduced her to another student. The other student, brimming with confidence, started their presentation. He spoke about the project she'd been working on, a carbon copy of her own. As he described the meticulously crafted code, the elegant design, she felt the air thicken around her. The familiar nausea of despair consumed her. He was better. He had done it right.

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