The flickering neon sign of "Tony's Trattoria" always brought a swell of warmth to Elias' chest. It was more than a restaurant; it was a ritual. Every Friday, the same booth, the same order – the lasagna, a glass of Chianti, and a sense of everything being right. Now, he clutched the crumpled flyer, the stark black text screaming the end of an era. His stomach clenched, mirroring the tightness in his throat.

He trudged through the rain, his shoulders slumped. The walk felt longer than usual, the familiar cobblestone street suddenly alien. Inside, the usual cheerful chaos seemed muted. He felt like a castaway, adrift in a sea of red-checkered tablecloths.

“Evening, Elias,” Tony boomed, his usual jovial tone strained. He offered a weak smile. Elias managed a nod, his voice lost in the sudden, suffocating emotion that threatened to overwhelm him. He stumbled towards his booth, each step an unbearable weight.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258