The flickering screen displayed another failed attempt. Another error message. Liam slammed his fist on the desk, the impact echoing in the otherwise silent room. His fingers throbbed. This had been going on for years.

He ran a hand through his hair, the frustration a tangible weight on his shoulders. The medical bills were piling up, the treatments were ineffective, and the future seemed bleak. He had sunk to the level of acceptance.

The doorbell chimed. He hesitated before answering, then opened the door. A woman, leaning heavily on a cane, stood on his porch. In her hands, she held a folder. She stared back at him with a knowing expression.

"I think we have something in common," she said, her voice weary. He nodded. He already knew.

Emotion: resigned

Cluster: Passivity
PC1 (Valence): -0.75 Negative
PC2 (Disposition): 0.16

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.437
a0.351
que0.323
வதில்லை0.267
sighed0.265
Suppressed:
C-0.375
-0.316
인해-0.310
Furthermore-0.298
🤩-0.296