"More salt, please," Martha said through gritted teeth, pushing her plate away. Her husband, George, kept glancing at their neighbor’s house across the street. The new stone facade and the manicured hedges were a blatant display of wealth, a constant reminder of their own tightening budget.

George chuckled uncomfortably. “Well, you know, good for Mr. Peterson. He always seemed to be a nice enough fellow. Didn't he have that big garden a few years back?” Martha knew she would hear about that garden for years.

The clinking of silverware grated on Martha’s nerves. She envisioned the plush interiors she saw through Mr. Peterson's open windows. Martha took a deep breath. She could feel a twitch starting in her left eye. She hated the way George’s voice changed whenever they were around their neighbors, going soft, fawning.

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