The late afternoon sun cast long shadows across the empty classroom. Ms. Evans sighed, the sound barely audible above the hum of the fluorescent lights. Another stack of essays sat on her desk, the prospect of grading them filling her with a familiar weariness. It was all so predictable, each year the same. She picked up a lukewarm mug of coffee, the ceramic cold against her palm.

A small package arrived, brown paper wrapped around something light. A note attached, written in a familiar, sprawling hand. "Dear Ms. Evans, Hope you're doing well! - Alex." Alex, from the year she taught sixth grade. A small smile flickered across her face, surprising her.

Inside, nestled in tissue paper, was a smooth, grey stone, carved with a small, almost hidden, bird. She turned it over and over in her hand, the quiet weight a small comfort. It was the prettiest thing she'd seen all day.

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