The bell had rung, but Mr. Chen remained at his desk, staring blankly at the whiteboard. Another chaotic day. He felt a familiar knot of discomfort tightening in his stomach. The administration wanted results, but the resources were dwindling. He felt trapped.

He reached for his coffee, only to find a small, beautifully wrapped box. It wasn't there earlier. A bow, perfectly tied. He opened it carefully.

A small, intricately carved wooden bird rested inside, accompanied by a note: "Thank you for teaching me to see the world differently. - Kenji." Kenji, the quiet, artistic student he'd encouraged to enter the art competition. He held the bird in his hand, feeling a sense of peace settle over him.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212